In [ ]:
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import warnings
import random
import math
import pandas as pd
import xgboost
import lightgbm
import catboost

from matplotlib.colors import ListedColormap
from scipy.stats import pearsonr
from itertools import combinations
from sklearn.base import BaseEstimator
from sklearn import datasets
from sklearn.model_selection import train_test_split
from sklearn.ensemble import (RandomForestClassifier,
                              ExtraTreesClassifier,
                              VotingClassifier)
from sklearn.tree import (DecisionTreeRegressor,
                          DecisionTreeClassifier)
from sklearn.neighbors import KNeighborsClassifier
from sklearn.svm import SVC
from sklearn.linear_model import LogisticRegression
from sklearn.naive_bayes import GaussianNB
from sklearn.model_selection import cross_val_score
from sklearn.metrics import accuracy_score, f1_score
from sklearn.utils import resample
from sklearn.preprocessing import StandardScaler

from sklearn.model_selection import GridSearchCV
from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay
from sklearn.metrics import RocCurveDisplay
In [ ]:
plt.rcParams["figure.figsize"] = 12, 9
sns.set_style("whitegrid")
warnings.filterwarnings("ignore")

SEED = 111
random.seed(SEED)
np.random.seed(SEED)

Задание 1. Bias-variance trade-off¶

2 балла

Продемонстрируйте bias-variance trade-off для DecisionTreeRegressor при изменении глубины дерева. Постройте регрессионную модель функции от одной независимой переменной, представленной в ячейке ниже, используя функцию plot_regression_predictions (можете ее как-то поменять, если захочется). Попробуйте разные значения глубины деревьев, при каком значении, на ваш взгляд, модель оптимальна, при каком variance становится слишком большим?

In [ ]:
# Сгенерируем какую-нибудь необычную зависимость и научимся ее предсказывать
np.random.seed(42)
m = 300
X = np.linspace(-3, 3, m).reshape(-1, 1)
y = (3 + 2/np.pi * np.arcsin(np.cos(10 * X))) * X
y = y + np.random.randn(m, 1) / 3
plt.plot(X.reshape(-1), y.reshape(-1), "b.");
In [ ]:
# Функция для отрисовки предсказаний деревьев решений в случае регрессии
def plot_regression_predictions(tree_reg, X, y, axes=[-3, 3, -10, 10], ylabel="$y$"):
    x1 = np.linspace(axes[0], axes[1], 500).reshape(-1, 1)
    y_pred = tree_reg.predict(x1)
    plt.axis(axes)
    plt.xlabel("$x_1$", fontsize=16)
    if ylabel:
        plt.ylabel(ylabel, fontsize=16, rotation=0)
    
    plt.scatter(X, y, s=0.5, color="slategray")
    plt.plot(x1, y_pred, linewidth=1.5, label=r"$\hat{y}$", color="indigo")

Изобразите, как меняются предсказания дерева при увеличении максимальной глубины (можно взять что-то в диапазоне от 1 до 15):

In [ ]:
plt.figure(figsize=(15, 9))

for depth in range(1, 16):
    plt.subplot(3, 5, depth)
    plt.title(f'depth = {depth}', weight="bold", size=15)
    mdl = DecisionTreeRegressor(max_depth=depth)
    mdl.fit(X, y)
    plot_regression_predictions(mdl, X, y)
    plt.subplots_adjust(wspace=0.5, hspace=0.7)
    ;

Задание 2. Random forest¶

Теперь давайте немного подготовимся к тому, чтобы реализовать свой собственный случайный лес, а потом реализуем его.

Задание 2. 1. Простое ансамблирование¶

1 балла

Представим, что у нас есть 101 классификатор. Каждый может с вероятностью p (равной для всех моделей) правильно предсказать класс объекта. Будем делать предсказания по большинству голосов (majority vote). Постройте зависимость вероятности правильно классифицировать объект от значения p. Вам может быть полезная следующая формула:

$$ \large \mu = \sum_ {i = 51} ^ {101} C_{101} ^ ip ^ i (1-p) ^ {101-i} $$
In [ ]:
## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##

p = np.linspace(0, 1, 101)
m = 0
for i in np.arange(51, 102):
    m += (np.power((1 - p), (101 - i)) * np.power(p, i) * math.factorial(101)) / (math.factorial(i) * math.factorial(101 - i))

mp = pd.DataFrame({'p':p, 'm':m})
plt.subplot(111)
plt.plot(mp.p, mp.m, marker='o', color="slategray")
plt.plot(mp.p, mp.m, color="indigo")
plt.xlabel("p", weight='bold')
plt.ylabel("mu", weight='bold')
plt.axhline()
;
Out[ ]:
''
In [ ]:
mp[mp.p == 0.6]
Out[ ]:
p m
60 0.6 0.979103

А теперь давайте посмотрим на другую ситуацию. У нас есть фиксированная вероятность того, что модель правильно классифицирует объект p = 0.65. Постройте зависимость вероятности правильно классифицировать объект от числа моделей в ансамбле.

In [ ]:
## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##

p = 0.65
mdls = np.arange(1, 102)
m = np.zeros([102])
for mdl in mdls:
    for i in np.arange(mdl // 2 + 1, mdl + 1):
        m[mdl] += (np.power((1 - p), (mdl - i)) * np.power(p, i) * math.factorial(mdl)) / (math.factorial(i) * math.factorial(mdl - i))

mdlp = pd.DataFrame({'mdl_n':mdls, "m": m[1:]})
plt.subplot(111)
plt.plot(mdlp.mdl_n, mdlp.m, marker='o', color="slategray")
plt.plot(mdlp.mdl_n, mdlp.m, color="indigo")
plt.xlabel("model number, p=0.65", weight='bold')
plt.ylabel("mu", weight='bold')
;
#mdlp.plot('mdl_n', 'm', kind='line');
Out[ ]:
''
In [ ]:
mdlp[mdlp.m >= 0.95].iloc[[0]]
Out[ ]:
mdl_n m
28 29 0.952363

Опишите ваши наблюдения:

  • given 101 classificators while predicting the object class by majority vote rule the probability of predicting the class correctly is ~0.98 and more if each classificator correct prediction probability is 0.6 and more.
  • in majority vote rule is applied it is batter to use the odd number of classificators (bcs if even number is used then random comes up and it lowers the correct classification probability especially if low number of classificators is used)
  • if each classificator predicts the class correctly with probability 0.65, the overall correct classification probability is 0.95 and more if 29 and more(odd number) classificators is used.

Задание 2. 2. Реализация простого RF¶

4 балла

Реализуйте свой собственный класс RandomForestClassifierCustom, используя в качестве базовой модели DecisionTreeClassifier из sklearn.

Небольшое описание:

  • Используйте приведенный ниже код
  • В методе fit в цикле (i от 0 до n_estimators-1):
    • Зафиксируйте генератор случайных чисел следующим образом np.random.seed(random_state + i). Идея в том, что на каждой итерации у нас будет новое значение для генератора случайных чисел, что добавит побольше "случайности", но в то же время мы сможем иметь воспроизводимые результаты
    • После чего выберите max_features признаков без возвращения/without replacement, сохраните список выбранных признаков (их индексов) в self.feat_ids_by_tree
    • Также создайте псевдовыборку при помощи бутстрэпа (выбор с возвращением/with replacement) из тренировочных данных. Может помочь функция np.random.choice и ее аргумент replace
    • Обучите дерево решений с параметрами, заданными в конструкторе класса max_depth, max_features и random_state на полученной псевдовыборке.
  • Метод fit должен возвращать текущий экземпляр класса RandomForestClassifierCustom, то есть self (все по-взрослому, как в sklearn)
  • В методе predict_proba мы должны пройти циклом по всем деревьям. Для каждого предсказания, нам нужно будет брать только те признаки, на которых училось изначальное дерево, поэтому мы и сохраняли эту информацию в артрибуте self.feat_ids_by_tree. Этот метод должен возвращать предсказанные вероятности (можно делать двумя способами: для каждого дерева предсказывать значение при помощи метода predict_proba и потом усреднять эти вероятности, или к примеру пользоваться методом predict и также считать среднее.
In [ ]:
class RandomForestClassifierCustom(BaseEstimator):
    def __init__(
        self, n_estimators=10, max_depth=None, max_features=None, random_state=SEED
    ):
        self.n_estimators = n_estimators
        self.max_depth = max_depth
        self.max_features = max_features
        self.random_state = random_state

        self.trees = []
        self.feat_ids_by_tree = []

    def fit(self, X, y):
        self.classes_ = sorted(np.unique(y))
        for tree_num in range(self.n_estimators):
            np.random.seed(seed=self.random_state + tree_num)
            mx_ftrs = np.random.choice(X.shape[1], self.max_features, replace=False)           
            self.feat_ids_by_tree.append(mx_ftrs)
            psample = np.random.choice(X.shape[0], X.shape[0] // 2, replace=True) # let's say the pseudosample is half the size of X
            psample_X = X[np.ix_(psample, mx_ftrs)]
            psample_y = y[psample]

            mdl = DecisionTreeClassifier(max_depth=self.max_depth,
                                         max_features=self.max_features,
                                         random_state=self.random_state)
            mdl.fit(psample_X, psample_y)
            self.trees.append(mdl)
        return self

    def predict_proba(self, X):
        y_proba = []
        tree_num = 0
        for tree in self.trees:
            tree_y_proba = tree.predict_proba(X[:, self.feat_ids_by_tree[tree_num]])
            tree_num += 1
            y_proba.append(tree_y_proba)

        return np.array(y_proba).mean(axis=0)


    def predict(self, X):
        probas = self.predict_proba(X)
        predictions = np.argmax(probas, axis=1)
        
        return predictions

Протестируем нашу реализацию на искусственных данных. Визуализируйте разделяющую границу, которую рисует ваша модель при помощи функции plot_decision_boundary (см. примеры в лекции).

In [ ]:
def plot_decision_boundary(clf, X, y, axes=[-1.5, 2.5, -1, 1.5], alpha=0.5, contour=True):
    x1s = np.linspace(axes[0], axes[1], 100)
    x2s = np.linspace(axes[2], axes[3], 100)
    x1, x2 = np.meshgrid(x1s, x2s)
    X_new = np.c_[x1.ravel(), x2.ravel()]
    y_pred = clf.predict(X_new).reshape(x1.shape)
    custom_cmap = ListedColormap(["#ffdab9","#9898ff", "#4B0082"])
    plt.contourf(x1, x2, y_pred, alpha=0.3, cmap=custom_cmap)
    if contour:
        custom_cmap2 = ListedColormap(["#ffdab9", "#4c4c7f", "#4B0082"])
        plt.contour(x1, x2, y_pred, cmap=custom_cmap2, alpha=0.8)
    plt.plot(X[:, 0][y==0], X[:, 1][y==0], "yo", alpha=alpha)
    plt.plot(X[:, 0][y==1], X[:, 1][y==1], "bs", alpha=alpha)
    plt.axis(axes)
    plt.xlabel(r"$x_1$", fontsize=18)
    plt.ylabel(r"$x_2$", fontsize=18, rotation=0)
In [ ]:
X, y = datasets.make_moons(n_samples=500, noise=0.30, random_state=SEED)

plt.figure(figsize=(8, 6))
plt.plot(X[:, 0][y==0], X[:, 1][y==0], "yo")
plt.plot(X[:, 0][y==1], X[:, 1][y==1], "bs")
plt.show()

First I'll try it with some random parameters

In [ ]:
my_random_forest = RandomForestClassifierCustom(n_estimators=10, max_depth=10, max_features=2)
my_random_forest.fit(X, y)
plot_decision_boundary(my_random_forest, X, y)
In [ ]:
my_random_forest = RandomForestClassifierCustom(n_estimators=30, max_depth=5, max_features=2)
my_random_forest.fit(X, y)
plot_decision_boundary(my_random_forest, X, y)

Подберите наилучшие гиперпараметры, при которых разделяющая граница будет, на ваш взгляд, оптимальной с точки зрения bias-variance. Можно также подключить какие-то метрики для выбора лучшей модели.

In [ ]:
test_proportion = 0.25
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=test_proportion, random_state=SEED)
In [ ]:
n_est = range(1, 50)
m_depth = range(1, 20)
m_features = [1, 2]

best_n_est = None
mest_m_depth = None
best_m_features = None
best_accuracy_score = 0

for estimators_n in n_est:
    for depth_max in m_depth:
        for features_max in m_features:
            mdl = RandomForestClassifierCustom(n_estimators=estimators_n, max_depth=depth_max, max_features=features_max)
            mdl.fit(X_train, y_train)
            y_pred = mdl.predict(X_test)
            accuracy = accuracy_score(y_test, y_pred)
            if accuracy > best_accuracy_score:
                best_accuracy_score = accuracy
                best_n_est = estimators_n
                best_m_depth = depth_max
                best_m_features = features_max

print(f'Best model: n_estimators {best_n_est}, max_depth = {best_m_depth}, max_features = {best_m_features}, accuracy score = {best_accuracy_score}')
Best model: n_estimators 9, max_depth = 5, max_features = 2, accuracy score = 0.936

Best model

In [ ]:
best_random_forest = RandomForestClassifierCustom(n_estimators=best_n_est, max_depth=best_m_depth, max_features=best_m_features)

plt.figure(figsize=(13, 6))
plt.suptitle(f"{best_n_est} estimators, {best_m_depth} max depth, {best_m_features} max features, accuracy {best_accuracy_score}",size=14, weight="bold")

plt.subplot(1, 2, 1)
best_random_forest.fit(X_train, y_train)
plt.title(f"on train data only", weight="bold")
plot_decision_boundary(best_random_forest, X_train, y_train)

plt.subplot(1, 2, 2)
plt.title("on all data", weight="bold")
best_random_forest.fit(X, y)
plot_decision_boundary(best_random_forest, X, y)

Задание 2. 3. Корреляция базовых моделей¶

3 балла

Как мы выянили на лекции, для того, чтобы bagging работал хорошо, предсказания наших моделей не должны сильно коррелировать. Для этого в случайном лесе применяются различные подходы, в том числе и RSM. Давайте посмотрим, как влияет параметр max_features на корреляцию базовых моделей в случайном лесу из sklearn. В качестве примера будем использовать датасет breast_cancer. Для расчета корреляций используйте приведенную ниже функцию base_model_pair_correlation. Для каждой модели у вас будет получаться набор значений (попарные корреляции всех деревьев), дальше можно изобразить их в виде боксплотов, как мы на лекции рисовали распределение метрик.

In [ ]:
# Функция для расчета попарных корреляций базовых моделей в случайном лесу
def base_model_pair_correlation(ensemble, X):
    corrs = []
    for (i, est1), (j, est2) in combinations(enumerate(ensemble.estimators_), 2):
        Xi_test = X
        Xj_test = X

        ypred_t1 = est1.predict_proba(Xi_test)[:, 1]
        ypred_t2 = est2.predict_proba(Xj_test)[:, 1]

        corrs.append(pearsonr(ypred_t1, ypred_t2)[0])
    return np.array(corrs)
In [ ]:
# Загрузим данные
breast_cancer = datasets.load_breast_cancer()
X = breast_cancer.data
y = breast_cancer.target
X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=42)
In [ ]:
len(X_train[0]) # 30 features in dataset
Out[ ]:
30
In [ ]:
corr_lst = []
for ftrs in range(1, 31):
    mdl = RandomForestClassifier(max_features=ftrs)
    mdl.fit(X_train, y_train)
    corr_lst.append(base_model_pair_correlation(mdl, X_test))
In [ ]:
ax = sns.boxplot(corr_lst, palette="light:indigo")
ax.set_xticklabels([int(t.get_text()) + 1 for t in ax.get_xticklabels()])
plt.xlabel("max_features", weight="bold")
plt.ylabel("correlations", weight="bold")
;
Out[ ]:
''

Теперь давайте посмотрим, как на это влияет параметр max_depth:

In [ ]:
corr_lst_d = []
for dpth in range(1, 20):
    mdl = RandomForestClassifier(max_depth=dpth)
    mdl.fit(X_train, y_train)
    corr_lst_d.append(base_model_pair_correlation(mdl, X_test))
In [ ]:
ax = sns.boxplot(corr_lst_d, palette="light:indigo")
ax.set_xticklabels([int(t.get_text()) + 1 for t in ax.get_xticklabels()])
plt.xlabel("max_depth", weight="bold")
plt.ylabel("correlations", weight="bold")
;
Out[ ]:
''

Опишите ваши наблюдения:

  • correlations between model predictions increase if max_features increase in interval 1-6. more than 6 max_features do not impact correlactions a lot.
  • model predictions correlations are highest if max_depth = 4, while increasing max_depth from 5 to 20, correlations slightly decrease.

Задание 3. Строим большой ансамбль¶

4 балла + 3 дополнительных за скор выше 0.89

В данной задаче вам нужно диагностировать сердечное заболевание у людей по медицинским показателям.

In [ ]:
#!gdown  --id 1VFbDK-Ad-hpf0_GGCBzn4thdn9mkQ-Y- -O heart.csv -q
heart_dataset = pd.read_csv("../data/heart.csv")
In [ ]:
X = heart_dataset.drop("target", axis=1)
y = heart_dataset["target"]
X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=SEED)
X_train.head()
Out[ ]:
age sex cp trestbps chol fbs restecg thalach exang oldpeak slope ca thal
178 43 1 0 120 177 0 0 120 1 2.5 1 0 3
298 57 0 0 140 241 0 1 123 1 0.2 1 0 3
201 60 1 0 125 258 0 0 141 1 2.8 1 1 3
246 56 0 0 134 409 0 0 150 1 1.9 1 2 3
153 66 0 2 146 278 0 0 152 0 0.0 1 1 2

Обучите разнообразные классификаторы, приведенные ниже, а также ансамбль VotingClassifier из sklearn.ensemble, объединяющий эти классификаторы с помощью жесткого или мякого голосования (параметр voting = 'hard' или 'soft' соответственно). Оцените качество моделей с помощью кросс-валидации на тренировочном наборе, используя функцию cross_val_score и метрику f1. Часть моделей отсюда мы не проходили, о них можно почитать дополнительно, но в принципе для задания не очень важно знать принципы их работы (но, если есть время, то почитайте, там интересно).

In [ ]:
dt = DecisionTreeClassifier(random_state=SEED, max_depth=10, min_samples_leaf=10)
rf = RandomForestClassifier(n_estimators=50, random_state=SEED)
etc = ExtraTreesClassifier(random_state=SEED)
knn = KNeighborsClassifier(n_neighbors=5, weights="distance")
svc_lin = SVC(kernel='linear', probability=True, random_state=SEED)
svc_rbf = SVC(kernel='rbf', probability=True, random_state=SEED)
cat = catboost.CatBoostClassifier(verbose=0, random_seed=SEED)
lgbm = lightgbm.LGBMClassifier(random_state=SEED)
lgbm_rf = lightgbm.LGBMClassifier(boosting_type="rf", bagging_freq=1, bagging_fraction=0.7, random_state=SEED)
xgb = xgboost.XGBClassifier(random_state=SEED)
xgb_rf = xgboost.XGBRFClassifier(random_state=SEED)
lr = LogisticRegression(solver='liblinear', max_iter=10000)
nb = GaussianNB()

base_models = [("DT", dt), ("RF", rf), 
               ("ETC", etc), ("KNN", knn), 
               ("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf), 
               ("CAT", cat), ("LGBM", lgbm), 
               ("LGBM_RF", lgbm_rf), ("XGB", xgb), 
               ("XGB_RF", xgb_rf), ("LR", lr), ("NB", nb)]

Здесь могут возникать различные предупреждения при обучении бустингов, не волнуйтесь, все нормально, просто они обычно очень разговорчивые)

In [ ]:
## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##
voting_hard = VotingClassifier(estimators=base_models, voting='hard')
voting_soft = VotingClassifier(estimators=base_models, voting='soft')

## END YOUR CODE HERE ##

for model in [dt, rf, cat, etc, knn, svc_lin, svc_rbf, xgb, lgbm, xgb_rf, lgbm_rf, lr, nb, voting_hard, voting_soft]: 
    scores = cross_val_score(model, X_train, y_train, cv=3, scoring="f1")
    print(f"{model.__class__.__name__}: {scores.mean()}")
DecisionTreeClassifier: 0.797997226792219
RandomForestClassifier: 0.8328751280279528
CatBoostClassifier: 0.8342715174922052
ExtraTreesClassifier: 0.828174603174603
KNeighborsClassifier: 0.6493313763861709
SVC: 0.8403098469098905
SVC: 0.6973119072190279
XGBClassifier: 0.820158269808819
LGBMClassifier: 0.8170106316447779
XGBRFClassifier: 0.8426829268292683
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
LGBMClassifier: 0.8132478632478634
LogisticRegression: 0.8500073681108163
GaussianNB: 0.8140676625250128
VotingClassifier: 0.8395804737268152
VotingClassifier: 0.8455110375195781

Вы можете заметить, что ансамбль показывает хорошее, но не лучшее качество предсказания, попробуем его улучшить. Как вы знаете, ансамбли работают лучше, когда модели, входящие в них не скоррелированы друг с другом. Определите корреляцию предсказаний базовых моделей в ансамбле на тестовом наборе данных, и удалите из ансамбля те модели, чьи предсказания будут сильнее коррелировать с остальными. Воспользуйтесь функцией base_model_pair_correlation_for_voting_clf. Спойлер: далеко не факт, что если вы удалите две модели с корреляцией 0.95, то все станет сильно лучше, здесь все будет немного сложнее. Чтобы добиться максимального качества может понадобиться долгий перебор различных комбинаций моделей. Наилучший скор, который мне удалось достичь, это 0.915, но он получен весьма странной комбинацией алгоритмов, а еще и простым перебором всех вариантов)

In [ ]:
def base_model_pair_correlation_for_voting_clf(ensemble, X):
    corrs = []
    base_model_names = [f"{est.__class__.__name__}" for est in ensemble.estimators_]
    for (i, est1), (j, est2) in combinations(enumerate(ensemble.estimators_), 2):
        Xi_test = X
        Xj_test = X

        if not isinstance(est1, SVC):
            ypred_t1 = est1.predict_proba(Xi_test)[:, 1]
        else:
            ypred_t1 = est1.decision_function(Xi_test)


        if not isinstance(est2, SVC):
            ypred_t2 = est2.predict_proba(Xi_test)[:, 1]
        else:
            ypred_t2 = est2.decision_function(Xi_test)
        corrs.append((est1.__str__, est2.__str__, pearsonr(ypred_t1, ypred_t2)[0]))


    return corrs
In [ ]:
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
In [ ]:
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
In [ ]:
ens_search_df.pivot(index='classifier_1', columns='classifier_2', values='corr_score')
Out[ ]:
classifier_2 <method-wrapper '__str__' of RandomForestClassifier object at 0x7f76dc701d00> <method-wrapper '__str__' of ExtraTreesClassifier object at 0x7f771da08fa0> <method-wrapper '__str__' of KNeighborsClassifier object at 0x7f76d29034c0> <method-wrapper '__str__' of SVC object at 0x7f76d29447f0> <method-wrapper '__str__' of SVC object at 0x7f76d29447c0> <method-wrapper '__str__' of CatBoostClassifier object at 0x7f770f3c09d0> <method-wrapper '__str__' of LGBMClassifier object at 0x7f770f3c0490> <method-wrapper '__str__' of LGBMClassifier object at 0x7f770f3c0070> <method-wrapper '__str__' of XGBClassifier object at 0x7f770f3c0310> <method-wrapper '__str__' of XGBRFClassifier object at 0x7f770f3c0190> <method-wrapper '__str__' of LogisticRegression object at 0x7f770f3c07f0> <method-wrapper '__str__' of GaussianNB object at 0x7f76d29bb4f0>
classifier_1
<method-wrapper '__str__' of DecisionTreeClassifier object at 0x7f770f3c0910> 0.813489 0.774954 0.313329 0.715386 0.282014 0.787569 0.828276 0.861266 0.804967 0.882673 0.739982 0.682771
<method-wrapper '__str__' of RandomForestClassifier object at 0x7f76dc701d00> NaN 0.921565 0.392417 0.826408 0.405527 0.945070 0.914687 0.914669 0.902006 0.933861 0.837771 0.798843
<method-wrapper '__str__' of ExtraTreesClassifier object at 0x7f771da08fa0> NaN NaN 0.322398 0.887773 0.358855 0.952720 0.892875 0.859303 0.868802 0.887910 0.869349 0.852299
<method-wrapper '__str__' of KNeighborsClassifier object at 0x7f76d29034c0> NaN NaN NaN 0.249799 0.565980 0.317207 0.297462 0.401503 0.307965 0.385889 0.269734 0.231372
<method-wrapper '__str__' of SVC object at 0x7f76d29447f0> NaN NaN NaN NaN 0.333977 0.862809 0.824738 0.792864 0.793085 0.793540 0.952143 0.832568
<method-wrapper '__str__' of SVC object at 0x7f76d29447c0> NaN NaN NaN NaN NaN 0.310658 0.234962 0.389275 0.238971 0.321431 0.401675 0.422335
<method-wrapper '__str__' of CatBoostClassifier object at 0x7f770f3c09d0> NaN NaN NaN NaN NaN NaN 0.955278 0.882031 0.934455 0.935241 0.870647 0.824656
<method-wrapper '__str__' of LGBMClassifier object at 0x7f770f3c0490> NaN NaN NaN NaN NaN NaN NaN 0.854470 0.963439 0.947733 0.837672 0.760965
<method-wrapper '__str__' of LGBMClassifier object at 0x7f770f3c0070> NaN NaN NaN NaN NaN NaN NaN NaN 0.848501 0.916220 0.789240 0.742768
<method-wrapper '__str__' of XGBClassifier object at 0x7f770f3c0310> NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.947816 0.817463 0.718442
<method-wrapper '__str__' of XGBRFClassifier object at 0x7f770f3c0190> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.807342 0.734720
<method-wrapper '__str__' of LogisticRegression object at 0x7f770f3c07f0> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.892515
In [ ]:
ens_search_df.sort_values('corr_score')
Out[ ]:
classifier_1 classifier_2 corr_score
41 <method-wrapper '__str__' of KNeighborsClassif... <method-wrapper '__str__' of GaussianNB object... 0.231372
51 <method-wrapper '__str__' of SVC object at 0x7... <method-wrapper '__str__' of LGBMClassifier ob... 0.234962
53 <method-wrapper '__str__' of SVC object at 0x7... <method-wrapper '__str__' of XGBClassifier obj... 0.238971
33 <method-wrapper '__str__' of KNeighborsClassif... <method-wrapper '__str__' of SVC object at 0x7... 0.249799
40 <method-wrapper '__str__' of KNeighborsClassif... <method-wrapper '__str__' of LogisticRegressio... 0.269734
... ... ... ...
72 <method-wrapper '__str__' of XGBClassifier obj... <method-wrapper '__str__' of XGBRFClassifier o... 0.947816
48 <method-wrapper '__str__' of SVC object at 0x7... <method-wrapper '__str__' of LogisticRegressio... 0.952143
26 <method-wrapper '__str__' of ExtraTreesClassif... <method-wrapper '__str__' of CatBoostClassifie... 0.952720
57 <method-wrapper '__str__' of CatBoostClassifie... <method-wrapper '__str__' of LGBMClassifier ob... 0.955278
64 <method-wrapper '__str__' of LGBMClassifier ob... <method-wrapper '__str__' of XGBClassifier obj... 0.963439

78 rows × 3 columns

In [ ]:
base_models = [("DT", dt), ("RF", rf), 
               ("ETC", etc), ("KNN", knn), 
               ("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf),
               ("LGBM_RF", lgbm_rf), 
               ("XGB_RF", xgb_rf), ("LR", lr), ("NB", nb)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8500429864957745
Out[ ]:
classifier_1 classifier_2 corr_score
13 <method-wrapper '__str__' of RandomForestClass... <method-wrapper '__str__' of LGBMClassifier ob... 0.914669
39 <method-wrapper '__str__' of LGBMClassifier ob... <method-wrapper '__str__' of XGBRFClassifier o... 0.916220
9 <method-wrapper '__str__' of RandomForestClass... <method-wrapper '__str__' of ExtraTreesClassif... 0.921565
14 <method-wrapper '__str__' of RandomForestClass... <method-wrapper '__str__' of XGBRFClassifier o... 0.933861
33 <method-wrapper '__str__' of SVC object at 0x7... <method-wrapper '__str__' of LogisticRegressio... 0.952143
In [ ]:
base_models = [("DT", dt), ("RF", rf), 
               ("ETC", etc), ("KNN", knn), 
               ("LGBM_RF", lgbm_rf), 
               ("XGB_RF", xgb_rf), ("LR", lr), ("NB", nb)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8441819224951755
Out[ ]:
classifier_1 classifier_2 corr_score
27 <method-wrapper '__str__' of LogisticRegressio... <method-wrapper '__str__' of GaussianNB object... 0.892515
9 <method-wrapper '__str__' of RandomForestClass... <method-wrapper '__str__' of LGBMClassifier ob... 0.914669
22 <method-wrapper '__str__' of LGBMClassifier ob... <method-wrapper '__str__' of XGBRFClassifier o... 0.916220
7 <method-wrapper '__str__' of RandomForestClass... <method-wrapper '__str__' of ExtraTreesClassif... 0.921565
10 <method-wrapper '__str__' of RandomForestClass... <method-wrapper '__str__' of XGBRFClassifier o... 0.933861
In [ ]:
base_models = [("DT", dt), ("RF", rf), 
               ("ETC", etc),
               ("LGBM_RF", lgbm_rf), 
               ("LR", lr), ("NB", nb)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8540907687557889
Out[ ]:
classifier_1 classifier_2 corr_score
2 <method-wrapper '__str__' of DecisionTreeClass... <method-wrapper '__str__' of LGBMClassifier ob... 0.861266
10 <method-wrapper '__str__' of ExtraTreesClassif... <method-wrapper '__str__' of LogisticRegressio... 0.869349
14 <method-wrapper '__str__' of LogisticRegressio... <method-wrapper '__str__' of GaussianNB object... 0.892515
6 <method-wrapper '__str__' of RandomForestClass... <method-wrapper '__str__' of LGBMClassifier ob... 0.914669
5 <method-wrapper '__str__' of RandomForestClass... <method-wrapper '__str__' of ExtraTreesClassif... 0.921565
In [ ]:
base_models = [("DT", dt), 
               ("ETC", etc), 
               ("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf), 
               ("CAT", cat), ("LGBM", lgbm), 
               ("XGB", xgb), 
               ("XGB_RF", xgb_rf), ("LR", lr)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.862026862026862
Out[ ]:
classifier_1 classifier_2 corr_score
33 <method-wrapper '__str__' of XGBClassifier obj... <method-wrapper '__str__' of XGBRFClassifier o... 0.947816
20 <method-wrapper '__str__' of SVC object at 0x7... <method-wrapper '__str__' of LogisticRegressio... 0.952143
10 <method-wrapper '__str__' of ExtraTreesClassif... <method-wrapper '__str__' of CatBoostClassifie... 0.952720
26 <method-wrapper '__str__' of CatBoostClassifie... <method-wrapper '__str__' of LGBMClassifier ob... 0.955278
30 <method-wrapper '__str__' of LGBMClassifier ob... <method-wrapper '__str__' of XGBClassifier obj... 0.963439
In [ ]:
base_models = [("DT", dt), 
               ("ETC", etc), 
               ("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf), 
               ("CAT", cat), ("LGBM", lgbm), 
               ("XGB", xgb), 
               ("LR", lr)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.8622968495399395
Out[ ]:
classifier_1 classifier_2 corr_score
23 <method-wrapper '__str__' of CatBoostClassifie... <method-wrapper '__str__' of XGBClassifier obj... 0.934455
17 <method-wrapper '__str__' of SVC object at 0x7... <method-wrapper '__str__' of LogisticRegressio... 0.952143
9 <method-wrapper '__str__' of ExtraTreesClassif... <method-wrapper '__str__' of CatBoostClassifie... 0.952720
22 <method-wrapper '__str__' of CatBoostClassifie... <method-wrapper '__str__' of LGBMClassifier ob... 0.955278
25 <method-wrapper '__str__' of LGBMClassifier ob... <method-wrapper '__str__' of XGBClassifier obj... 0.963439
In [ ]:
base_models = [("DT", dt), ("RF", rf),
               ("ETC", etc), 
               ("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf), 
               ("CAT", cat), ("LGBM", lgbm), 
               ("XGB", xgb), 
               ("LR", lr)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.8618863640214869
Out[ ]:
classifier_1 classifier_2 corr_score
11 <method-wrapper '__str__' of RandomForestClass... <method-wrapper '__str__' of CatBoostClassifie... 0.945070
25 <method-wrapper '__str__' of SVC object at 0x7... <method-wrapper '__str__' of LogisticRegressio... 0.952143
17 <method-wrapper '__str__' of ExtraTreesClassif... <method-wrapper '__str__' of CatBoostClassifie... 0.952720
30 <method-wrapper '__str__' of CatBoostClassifie... <method-wrapper '__str__' of LGBMClassifier ob... 0.955278
33 <method-wrapper '__str__' of LGBMClassifier ob... <method-wrapper '__str__' of XGBClassifier obj... 0.963439

let's make DT and RF better

In [ ]:
max_depth_r = range(1, 20)
min_samples_leaf_r = range(1, 20)
min_samples_split_r = range(2, 20)

best_depth = None
best_min_samples_leaf = None
best_min_samples_split = None
best_f1 = 0

for d in max_depth_r:
    for sl in min_samples_leaf_r:
        for ss in min_samples_split_r:
            dt = DecisionTreeClassifier(random_state=SEED, max_depth=10, min_samples_leaf=10)
            dt.fit(X_train, y_train)
            this_f1 = cross_val_score(dt, X_train, y_train, cv=3, scoring="f1")
            if this_f1.mean() > best_f1:
                best_depth = d
                best_min_samples_leaf = sl
                best_min_samples_split = ss
                best_f1 = this_f1.mean()
print(f'best depth {best_depth}, best min samples leaf {best_min_samples_leaf}, best min samples split {best_min_samples_split} best f1 {best_f1}')
best depth 1, best min samples leaf 1, best min samples split 2 best f1 0.797997226792219
In [ ]:
n_est = range(1, 50)
m_depth = range(1, 20)
m_features = range(1, 10)

best_n_est = None
mest_m_depth = None
best_m_features = None
best_f1_score = 0

for estimators_n in n_est:
    for depth_max in m_depth:
        for features_max in m_features:
            mdl = RandomForestClassifier(n_estimators=estimators_n, max_depth=depth_max, max_features=features_max)
            mdl.fit(X_train, y_train)
            this_f1 = cross_val_score(mdl, X_train, y_train, cv=3, scoring="f1")
            if this_f1.mean() > best_f1_score:
                best_f1_score = this_f1.mean()
                best_n_est = estimators_n
                best_m_depth = depth_max
                best_m_features = features_max

print(f'Best model: n_estimators {best_n_est}, max_depth = {best_m_depth}, max_features = {best_m_features}, f1 score = {best_f1_score}')
Best model: n_estimators 25, max_depth = 19, max_features = 5, f1 score = 0.88369939707149

Set dt and rf with best hyperparameters

In [ ]:
dt = DecisionTreeClassifier(random_state=SEED, max_depth=1, min_samples_leaf=1, min_samples_split=2)
rf = RandomForestClassifier(n_estimators=25, max_depth=19, max_features=5, random_state=SEED)
etc = ExtraTreesClassifier(random_state=SEED)
knn = KNeighborsClassifier(n_neighbors=5, weights="distance")
svc_lin = SVC(kernel='linear', probability=True, random_state=SEED)
svc_rbf = SVC(kernel='rbf', probability=True, random_state=SEED)
cat = catboost.CatBoostClassifier(verbose=0, random_seed=SEED)
lgbm = lightgbm.LGBMClassifier(random_state=SEED)
lgbm_rf = lightgbm.LGBMClassifier(boosting_type="rf", bagging_freq=1, bagging_fraction=0.7, random_state=SEED)
xgb = xgboost.XGBClassifier(random_state=SEED)
xgb_rf = xgboost.XGBRFClassifier(random_state=SEED)
lr = LogisticRegression(solver='liblinear', max_iter=10000)
nb = GaussianNB()
In [ ]:
base_models = [("DT", dt), ("RF", rf), 
               ("ETC", etc), ("KNN", knn), 
               ("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf), 
               ("CAT", cat), ("LGBM", lgbm), 
               ("LGBM_RF", lgbm_rf), ("XGB", xgb), 
               ("XGB_RF", xgb_rf), ("LR", lr), ("NB", nb)]

voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.8408732490939368
Out[ ]:
classifier_1 classifier_2 corr_score
72 <method-wrapper '__str__' of XGBClassifier obj... <method-wrapper '__str__' of XGBRFClassifier o... 0.947816
48 <method-wrapper '__str__' of SVC object at 0x7... <method-wrapper '__str__' of LogisticRegressio... 0.952143
26 <method-wrapper '__str__' of ExtraTreesClassif... <method-wrapper '__str__' of CatBoostClassifie... 0.952720
57 <method-wrapper '__str__' of CatBoostClassifie... <method-wrapper '__str__' of LGBMClassifier ob... 0.955278
64 <method-wrapper '__str__' of LGBMClassifier ob... <method-wrapper '__str__' of XGBClassifier obj... 0.963439
In [ ]:
base_models = [("DT", dt), ("RF", rf),
               ("ETC", etc), 
               ("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf), 
               ("CAT", cat), ("LGBM", lgbm), 
               ("XGB", xgb), 
               ("LR", lr)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.8429295261502139
Out[ ]:
classifier_1 classifier_2 corr_score
31 <method-wrapper '__str__' of CatBoostClassifie... <method-wrapper '__str__' of XGBClassifier obj... 0.934455
25 <method-wrapper '__str__' of SVC object at 0x7... <method-wrapper '__str__' of LogisticRegressio... 0.952143
17 <method-wrapper '__str__' of ExtraTreesClassif... <method-wrapper '__str__' of CatBoostClassifie... 0.952720
30 <method-wrapper '__str__' of CatBoostClassifie... <method-wrapper '__str__' of LGBMClassifier ob... 0.955278
33 <method-wrapper '__str__' of LGBMClassifier ob... <method-wrapper '__str__' of XGBClassifier obj... 0.963439
In [ ]:
base_models = [("DT", dt),
               ("ETC", etc), 
               ("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf), 
               ("CAT", cat), ("LGBM", lgbm), 
               ("XGB", xgb), 
               ("LR", lr)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.8431938431938434
Out[ ]:
classifier_1 classifier_2 corr_score
23 <method-wrapper '__str__' of CatBoostClassifie... <method-wrapper '__str__' of XGBClassifier obj... 0.934455
17 <method-wrapper '__str__' of SVC object at 0x7... <method-wrapper '__str__' of LogisticRegressio... 0.952143
9 <method-wrapper '__str__' of ExtraTreesClassif... <method-wrapper '__str__' of CatBoostClassifie... 0.952720
22 <method-wrapper '__str__' of CatBoostClassifie... <method-wrapper '__str__' of LGBMClassifier ob... 0.955278
25 <method-wrapper '__str__' of LGBMClassifier ob... <method-wrapper '__str__' of XGBClassifier obj... 0.963439
In [ ]:
base_models = [("DT", dt), ("RF", rf), 
               ("KNN", knn), 
               ("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf), 
               ("CAT", cat), 
               ("LGBM_RF", lgbm_rf),
               ("LR", lr), ("NB", nb)]

voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8402858185990715
Out[ ]:
classifier_1 classifier_2 corr_score
30 <method-wrapper '__str__' of CatBoostClassifie... <method-wrapper '__str__' of LGBMClassifier ob... 0.882031
35 <method-wrapper '__str__' of LogisticRegressio... <method-wrapper '__str__' of GaussianNB object... 0.892515
12 <method-wrapper '__str__' of RandomForestClass... <method-wrapper '__str__' of LGBMClassifier ob... 0.901627
11 <method-wrapper '__str__' of RandomForestClass... <method-wrapper '__str__' of CatBoostClassifie... 0.914540
24 <method-wrapper '__str__' of SVC object at 0x7... <method-wrapper '__str__' of LogisticRegressio... 0.952143

ok, the idea with best dt hyperparameters failed, back to original

In [ ]:
dt = DecisionTreeClassifier(random_state=SEED, max_depth=10, min_samples_leaf=10)
base_models = [("DT", dt), 
               ("ETC", etc), 
               ("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf), 
               ("CAT", cat), ("LGBM", lgbm), 
               ("XGB", xgb), 
               ("LR", lr)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.8622968495399395
Out[ ]:
classifier_1 classifier_2 corr_score
23 <method-wrapper '__str__' of CatBoostClassifie... <method-wrapper '__str__' of XGBClassifier obj... 0.934455
17 <method-wrapper '__str__' of SVC object at 0x7... <method-wrapper '__str__' of LogisticRegressio... 0.952143
9 <method-wrapper '__str__' of ExtraTreesClassif... <method-wrapper '__str__' of CatBoostClassifie... 0.952720
22 <method-wrapper '__str__' of CatBoostClassifie... <method-wrapper '__str__' of LGBMClassifier ob... 0.955278
25 <method-wrapper '__str__' of LGBMClassifier ob... <method-wrapper '__str__' of XGBClassifier obj... 0.963439
In [ ]:
base_models = [("DT", dt), 
               ("ETC", etc), 
               ("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf), 
               ("CAT", cat), ("LGBM", lgbm), 
               ("XGB", xgb), 
               ("LR", lr)]
base_models = [("DT", dt), ("RF", rf), 
               ("ETC", etc), ("KNN", knn), 
               ("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf), 
               ("CAT", cat), ("LGBM", lgbm), 
               ("LGBM_RF", lgbm_rf), ("XGB", xgb), 
               ("XGB_RF", xgb_rf), ("LR", lr)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.853160683723441
Out[ ]:
classifier_1 classifier_2 corr_score
63 <method-wrapper '__str__' of XGBClassifier obj... <method-wrapper '__str__' of XGBRFClassifier o... 0.947816
44 <method-wrapper '__str__' of SVC object at 0x7... <method-wrapper '__str__' of LogisticRegressio... 0.952143
24 <method-wrapper '__str__' of ExtraTreesClassif... <method-wrapper '__str__' of CatBoostClassifie... 0.952720
51 <method-wrapper '__str__' of CatBoostClassifie... <method-wrapper '__str__' of LGBMClassifier ob... 0.955278
57 <method-wrapper '__str__' of LGBMClassifier ob... <method-wrapper '__str__' of XGBClassifier obj... 0.963439
In [ ]:
sample_list = [("DT", dt), ("RF", rf), 
               ("ETC", etc), ("KNN", knn), 
               ("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf), 
               ("CAT", cat), ("LGBM", lgbm), 
               ("LGBM_RF", lgbm_rf), ("XGB", xgb), 
               ("XGB_RF", xgb_rf), ("LR", lr)]

list_combinations = list()

for n in range(2, len(sample_list) + 1):
    list_combinations.extend(list(combinations(sample_list, n)))

features_comb_res = list()

for features_comb in list_combinations:
    print([features_comb[i][0] for i in range(len(features_comb))])
    voting_soft = VotingClassifier(estimators=features_comb, voting='soft')
    voting_soft.fit(X_train, y_train)
    ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
    ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
    scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
    print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
    features_comb_res.append([[features_comb[i][0] for i in range(len(features_comb))], scores.mean()])
['DT', 'RF']
VotingClassifier: 0.8113863399842575
['DT', 'ETC']
VotingClassifier: 0.8097494553376906
['DT', 'KNN']
VotingClassifier: 0.7540859661761176
['DT', 'SVC_LIN']
VotingClassifier: 0.8251166829480082
['DT', 'SVC_RBF']
VotingClassifier: 0.7896153846153845
['DT', 'CAT']
VotingClassifier: 0.8202408757964313
['DT', 'LGBM']
VotingClassifier: 0.8172132976349843
['DT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8092298647854202
['DT', 'XGB']
VotingClassifier: 0.8106317160534028
['DT', 'XGB_RF']
VotingClassifier: 0.8089284784080846
['DT', 'LR']
VotingClassifier: 0.8304127936650326
['RF', 'ETC']
VotingClassifier: 0.8419134698204466
['RF', 'KNN']
VotingClassifier: 0.7798927492384866
['RF', 'SVC_LIN']
VotingClassifier: 0.8496310824694125
['RF', 'SVC_RBF']
VotingClassifier: 0.8389679040439956
['RF', 'CAT']
VotingClassifier: 0.8372489959839357
['RF', 'LGBM']
VotingClassifier: 0.8318154631339861
['RF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8457086400404389
['RF', 'XGB']
VotingClassifier: 0.8244556808242445
['RF', 'XGB_RF']
VotingClassifier: 0.8310122844318449
['RF', 'LR']
VotingClassifier: 0.8512585224619408
['ETC', 'KNN']
VotingClassifier: 0.7935905785303375
['ETC', 'SVC_LIN']
VotingClassifier: 0.8550135797080363
['ETC', 'SVC_RBF']
VotingClassifier: 0.7905555555555556
['ETC', 'CAT']
VotingClassifier: 0.863476984862527
['ETC', 'LGBM']
VotingClassifier: 0.8255472170106316
['ETC', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8525154170723791
['ETC', 'XGB']
VotingClassifier: 0.8316006064544076
['ETC', 'XGB_RF']
VotingClassifier: 0.8532446976891421
['ETC', 'LR']
VotingClassifier: 0.8531554362949713
['KNN', 'SVC_LIN']
VotingClassifier: 0.7935355630455448
['KNN', 'SVC_RBF']
VotingClassifier: 0.6775167531009595
['KNN', 'CAT']
VotingClassifier: 0.8182984017609339
['KNN', 'LGBM']
VotingClassifier: 0.7863492063492062
['KNN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.7661111111111111
['KNN', 'XGB']
VotingClassifier: 0.8122188786822934
['KNN', 'XGB_RF']
VotingClassifier: 0.806837606837607
['KNN', 'LR']
VotingClassifier: 0.7867514573396925
['SVC_LIN', 'SVC_RBF']
VotingClassifier: 0.843182537626982
['SVC_LIN', 'CAT']
VotingClassifier: 0.860196681208845
['SVC_LIN', 'LGBM']
VotingClassifier: 0.839204008319153
['SVC_LIN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8624338624338623
['SVC_LIN', 'XGB']
VotingClassifier: 0.839958395513951
['SVC_LIN', 'XGB_RF']
VotingClassifier: 0.856636301302772
['SVC_LIN', 'LR']
VotingClassifier: 0.8445086867439446
['SVC_RBF', 'CAT']
VotingClassifier: 0.8364737049687823
['SVC_RBF', 'LGBM']
VotingClassifier: 0.8168254564717611
['SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8241968557758031
['SVC_RBF', 'XGB']
VotingClassifier: 0.8115514690340309
['SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8502337069293566
['SVC_RBF', 'LR']
VotingClassifier: 0.8354203935599286
['CAT', 'LGBM']
VotingClassifier: 0.8422243068584532
['CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8588909735251198
['CAT', 'XGB']
VotingClassifier: 0.8380318868123746
['CAT', 'XGB_RF']
VotingClassifier: 0.8443542617521645
['CAT', 'LR']
VotingClassifier: 0.8694543828264759
['LGBM', 'LGBM_RF']
VotingClassifier: 0.8317269076305221
['LGBM', 'XGB']
VotingClassifier: 0.833491611269389
['LGBM', 'XGB_RF']
VotingClassifier: 0.8353273722065963
['LGBM', 'LR']
VotingClassifier: 0.8541125619744655
['LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.828496606274384
['LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8428013557323902
['LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8525154170723791
['XGB', 'XGB_RF']
VotingClassifier: 0.8320218875774431
['XGB', 'LR']
VotingClassifier: 0.8442563089654079
['XGB_RF', 'LR']
VotingClassifier: 0.8499249696647687
['DT', 'RF', 'ETC']
VotingClassifier: 0.832208210626998
['DT', 'RF', 'KNN']
VotingClassifier: 0.809839443917177
['DT', 'RF', 'SVC_LIN']
VotingClassifier: 0.8419952596423185
['DT', 'RF', 'SVC_RBF']
VotingClassifier: 0.8158202429973057
['DT', 'RF', 'CAT']
VotingClassifier: 0.8336944416320745
['DT', 'RF', 'LGBM']
VotingClassifier: 0.8307460611677481
['DT', 'RF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8306723599121261
['DT', 'RF', 'XGB']
VotingClassifier: 0.8267673163353445
['DT', 'RF', 'XGB_RF']
VotingClassifier: 0.8403093298773582
['DT', 'RF', 'LR']
VotingClassifier: 0.8500192878737586
['DT', 'ETC', 'KNN']
VotingClassifier: 0.8225733061955589
['DT', 'ETC', 'SVC_LIN']
VotingClassifier: 0.8390554700003019
['DT', 'ETC', 'SVC_RBF']
VotingClassifier: 0.8079573934837093
['DT', 'ETC', 'CAT']
VotingClassifier: 0.8273529351834873
['DT', 'ETC', 'LGBM']
VotingClassifier: 0.8362230058010107
['DT', 'ETC', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8301324580394348
['DT', 'ETC', 'XGB']
VotingClassifier: 0.8139639221510566
['DT', 'ETC', 'XGB_RF']
VotingClassifier: 0.8359509006854774
['DT', 'ETC', 'LR']
VotingClassifier: 0.8355239138371667
['DT', 'KNN', 'SVC_LIN']
VotingClassifier: 0.8125763125763125
['DT', 'KNN', 'SVC_RBF']
VotingClassifier: 0.7566214177978884
['DT', 'KNN', 'CAT']
VotingClassifier: 0.8278455284552845
['DT', 'KNN', 'LGBM']
VotingClassifier: 0.8165442517059956
['DT', 'KNN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8149979925725184
['DT', 'KNN', 'XGB']
VotingClassifier: 0.8377921386051468
['DT', 'KNN', 'XGB_RF']
VotingClassifier: 0.808157018317171
['DT', 'KNN', 'LR']
VotingClassifier: 0.8111420039130882
['DT', 'SVC_LIN', 'SVC_RBF']
VotingClassifier: 0.8167277167277166
['DT', 'SVC_LIN', 'CAT']
VotingClassifier: 0.8424621130503483
['DT', 'SVC_LIN', 'LGBM']
VotingClassifier: 0.8515875348082224
['DT', 'SVC_LIN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8397740470911202
['DT', 'SVC_LIN', 'XGB']
VotingClassifier: 0.8305452385985044
['DT', 'SVC_LIN', 'XGB_RF']
VotingClassifier: 0.8503052503052503
['DT', 'SVC_LIN', 'LR']
VotingClassifier: 0.8384920634920635
['DT', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8206072041696953
['DT', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8180749291860403
['DT', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8147839109970046
['DT', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8163324979114451
['DT', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8125857881955443
['DT', 'SVC_RBF', 'LR']
VotingClassifier: 0.8252747252747253
['DT', 'CAT', 'LGBM']
VotingClassifier: 0.8375435540069688
['DT', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8342731829573934
['DT', 'CAT', 'XGB']
VotingClassifier: 0.8252665948346231
['DT', 'CAT', 'XGB_RF']
VotingClassifier: 0.8533160606331337
['DT', 'CAT', 'LR']
VotingClassifier: 0.8402309158715457
['DT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.837428662016487
['DT', 'LGBM', 'XGB']
VotingClassifier: 0.8109214092140921
['DT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8351086048454469
['DT', 'LGBM', 'LR']
VotingClassifier: 0.8523618282654427
['DT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.832208210626998
['DT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8394442897366874
['DT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8523324065492739
['DT', 'XGB', 'XGB_RF']
VotingClassifier: 0.832365466511808
['DT', 'XGB', 'LR']
VotingClassifier: 0.8441938178780285
['DT', 'XGB_RF', 'LR']
VotingClassifier: 0.8382101558572147
['RF', 'ETC', 'KNN']
VotingClassifier: 0.831162196679438
['RF', 'ETC', 'SVC_LIN']
VotingClassifier: 0.8543255910867856
['RF', 'ETC', 'SVC_RBF']
VotingClassifier: 0.8116428145497913
['RF', 'ETC', 'CAT']
VotingClassifier: 0.8518925518925519
['RF', 'ETC', 'LGBM']
VotingClassifier: 0.8434078193114338
['RF', 'ETC', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8569077013521458
['RF', 'ETC', 'XGB']
VotingClassifier: 0.8318891741548994
['RF', 'ETC', 'XGB_RF']
VotingClassifier: 0.8492063492063492
['RF', 'ETC', 'LR']
VotingClassifier: 0.844822102961638
['RF', 'KNN', 'SVC_LIN']
VotingClassifier: 0.8334169638698098
['RF', 'KNN', 'SVC_RBF']
VotingClassifier: 0.7610919043503314
['RF', 'KNN', 'CAT']
VotingClassifier: 0.8309739159412363
['RF', 'KNN', 'LGBM']
VotingClassifier: 0.8102573506938077
['RF', 'KNN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8070418826825124
['RF', 'KNN', 'XGB']
VotingClassifier: 0.8314113869669425
['RF', 'KNN', 'XGB_RF']
VotingClassifier: 0.8287157287157286
['RF', 'KNN', 'LR']
VotingClassifier: 0.8391781685258713
['RF', 'SVC_LIN', 'SVC_RBF']
VotingClassifier: 0.8463387919749953
['RF', 'SVC_LIN', 'CAT']
VotingClassifier: 0.8468654158078522
['RF', 'SVC_LIN', 'LGBM']
VotingClassifier: 0.8520665999080319
['RF', 'SVC_LIN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8460511033681765
['RF', 'SVC_LIN', 'XGB']
VotingClassifier: 0.8536144578313253
['RF', 'SVC_LIN', 'XGB_RF']
VotingClassifier: 0.8420843869304377
['RF', 'SVC_LIN', 'LR']
VotingClassifier: 0.8451252542786006
['RF', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8341463414634146
['RF', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8263239399311285
['RF', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8388250319284802
['RF', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8360284701748117
['RF', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8350608895643683
['RF', 'SVC_RBF', 'LR']
VotingClassifier: 0.8467526942711289
['RF', 'CAT', 'LGBM']
VotingClassifier: 0.8353134055208175
['RF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8608252088316216
['RF', 'CAT', 'XGB']
VotingClassifier: 0.8430268918073796
['RF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8487621371562198
['RF', 'CAT', 'LR']
VotingClassifier: 0.8466985589416489
['RF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8287591009813232
['RF', 'LGBM', 'XGB']
VotingClassifier: 0.8383601604417357
['RF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.849244012802119
['RF', 'LGBM', 'LR']
VotingClassifier: 0.8505260640841703
['RF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.834538425084204
['RF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8455823293172692
['RF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8491352906295789
['RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8412404467960023
['RF', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'XGB_RF', 'LR']
VotingClassifier: 0.838855421686747
['ETC', 'KNN', 'SVC_LIN']
VotingClassifier: 0.834270094732999
['ETC', 'KNN', 'SVC_RBF']
VotingClassifier: 0.7951898230967999
['ETC', 'KNN', 'CAT']
VotingClassifier: 0.8301308827624617
['ETC', 'KNN', 'LGBM']
VotingClassifier: 0.8220576131687243
['ETC', 'KNN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8221990526207393
['ETC', 'KNN', 'XGB']
VotingClassifier: 0.8385964912280701
['ETC', 'KNN', 'XGB_RF']
VotingClassifier: 0.8301308827624617
['ETC', 'KNN', 'LR']
VotingClassifier: 0.8418458523087566
['ETC', 'SVC_LIN', 'SVC_RBF']
VotingClassifier: 0.8401515151515152
['ETC', 'SVC_LIN', 'CAT']
VotingClassifier: 0.857051282051282
['ETC', 'SVC_LIN', 'LGBM']
VotingClassifier: 0.8498677248677248
['ETC', 'SVC_LIN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.857051282051282
['ETC', 'SVC_LIN', 'XGB']
VotingClassifier: 0.8479245311452187
['ETC', 'SVC_LIN', 'XGB_RF']
VotingClassifier: 0.8615079365079366
['ETC', 'SVC_LIN', 'LR']
VotingClassifier: 0.8504777147291334
['ETC', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8200881951714729
['ETC', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8395804737268152
['ETC', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8200881951714729
['ETC', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8465966429821852
['ETC', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8318710973277054
['ETC', 'SVC_RBF', 'LR']
VotingClassifier: 0.8374654444929434
['ETC', 'CAT', 'LGBM']
VotingClassifier: 0.8370924343146565
['ETC', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8639918648954792
['ETC', 'CAT', 'XGB']
VotingClassifier: 0.836518803784529
['ETC', 'CAT', 'XGB_RF']
VotingClassifier: 0.8564193008637453
['ETC', 'CAT', 'LR']
VotingClassifier: 0.8602258852258853
['ETC', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.829133714900927
['ETC', 'LGBM', 'XGB']
VotingClassifier: 0.8468791808171247
['ETC', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8424753867791842
['ETC', 'LGBM', 'LR']
VotingClassifier: 0.8486772486772486
['ETC', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8372188786822935
['ETC', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8579796475552245
['ETC', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8552308802308802
['ETC', 'XGB', 'XGB_RF']
VotingClassifier: 0.8337831846867991
['ETC', 'XGB', 'LR']
VotingClassifier: 0.8625660536884379
['ETC', 'XGB_RF', 'LR']
VotingClassifier: 0.8566556158328309
['KNN', 'SVC_LIN', 'SVC_RBF']
VotingClassifier: 0.7811180588958367
['KNN', 'SVC_LIN', 'CAT']
VotingClassifier: 0.8449369813897692
['KNN', 'SVC_LIN', 'LGBM']
VotingClassifier: 0.8389140271493213
['KNN', 'SVC_LIN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.822585460516495
['KNN', 'SVC_LIN', 'XGB']
VotingClassifier: 0.8452168746286394
['KNN', 'SVC_LIN', 'XGB_RF']
VotingClassifier: 0.8458476389510872
['KNN', 'SVC_LIN', 'LR']
VotingClassifier: 0.83830789093947
['KNN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8063745040489226
['KNN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.791835933666961
['KNN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.7638284922103741
['KNN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.817673185196797
['KNN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.7922398589065255
['KNN', 'SVC_RBF', 'LR']
VotingClassifier: 0.7775127724904126
['KNN', 'CAT', 'LGBM']
VotingClassifier: 0.8131137155527398
['KNN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8317053317053317
['KNN', 'CAT', 'XGB']
VotingClassifier: 0.8266303580895281
['KNN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8373596951910205
['KNN', 'CAT', 'LR']
VotingClassifier: 0.8467115214103166
['KNN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.7970313191196725
['KNN', 'LGBM', 'XGB']
VotingClassifier: 0.8072003099780879
['KNN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8101384212495324
['KNN', 'LGBM', 'LR']
VotingClassifier: 0.8366357069143447
['KNN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8302311811347955
['KNN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8249446027223805
['KNN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8351732511441113
['KNN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8247567949464968
['KNN', 'XGB', 'LR']
VotingClassifier: 0.8452028324459224
['KNN', 'XGB_RF', 'LR']
VotingClassifier: 0.8448349556060695
['SVC_LIN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8552609188882587
['SVC_LIN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8480392156862745
['SVC_LIN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8521423231473695
['SVC_LIN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8405342983656237
['SVC_LIN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8602242088832126
['SVC_LIN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8542375963916776
['SVC_LIN', 'CAT', 'LGBM']
VotingClassifier: 0.8507752529103757
['SVC_LIN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8612536566017154
['SVC_LIN', 'CAT', 'XGB']
VotingClassifier: 0.8526951275308087
['SVC_LIN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8587201215927504
['SVC_LIN', 'CAT', 'LR']
VotingClassifier: 0.8627026267427929
['SVC_LIN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8491688272075644
['SVC_LIN', 'LGBM', 'XGB']
VotingClassifier: 0.8400459158088832
['SVC_LIN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8586183901652777
['SVC_LIN', 'LGBM', 'LR']
VotingClassifier: 0.8545339569772894
['SVC_LIN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8446629990167525
['SVC_LIN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853939092715336
['SVC_LIN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8584486311451281
['SVC_LIN', 'XGB', 'XGB_RF']
VotingClassifier: 0.853949856084979
['SVC_LIN', 'XGB', 'LR']
VotingClassifier: 0.8518399178107781
['SVC_LIN', 'XGB_RF', 'LR']
VotingClassifier: 0.8533284114679464
['SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8216064853491755
['SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.850609756097561
['SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8360284701748117
['SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8540365528927619
['SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.862267005567659
['SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8155609822276487
['SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8249446027223805
['SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8443819053575151
['SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.845717712478875
['SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8382633096488519
['SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8495098039215687
['SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8510288065843622
['SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8388589730053143
['SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8441585514756248
['SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8634319073595559
['CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8384098085995104
['CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8478954409797262
['CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8482384823848239
['CAT', 'LGBM', 'LR']
VotingClassifier: 0.8575741091949798
['CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8380318868123746
['CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8434078193114338
['CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8564193008637453
['CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8482384823848239
['CAT', 'XGB', 'LR']
VotingClassifier: 0.8559954102122777
['CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8556470629641361
['LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8385458474837914
['LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8290756568534347
['LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8575741091949798
['LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8304157661829784
['LGBM', 'XGB', 'LR']
VotingClassifier: 0.8432783577718571
['LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8586183901652777
['LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8366389707853122
['LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8559954102122777
['LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8479245311452187
['XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8490813069126322
['DT', 'RF', 'ETC', 'KNN']
VotingClassifier: 0.8295424010690139
['DT', 'RF', 'ETC', 'SVC_LIN']
VotingClassifier: 0.851610644257703
['DT', 'RF', 'ETC', 'SVC_RBF']
VotingClassifier: 0.8061978671734767
['DT', 'RF', 'ETC', 'CAT']
VotingClassifier: 0.8333333333333334
['DT', 'RF', 'ETC', 'LGBM']
VotingClassifier: 0.8434959349593495
['DT', 'RF', 'ETC', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8342111660319261
['DT', 'RF', 'ETC', 'XGB']
VotingClassifier: 0.8267673163353445
['DT', 'RF', 'ETC', 'XGB_RF']
VotingClassifier: 0.8421047468393237
['DT', 'RF', 'ETC', 'LR']
VotingClassifier: 0.8500192878737586
['DT', 'RF', 'KNN', 'SVC_LIN']
VotingClassifier: 0.8405500184569953
['DT', 'RF', 'KNN', 'SVC_RBF']
VotingClassifier: 0.8035007034549508
['DT', 'RF', 'KNN', 'CAT']
VotingClassifier: 0.8325977904291157
['DT', 'RF', 'KNN', 'LGBM']
VotingClassifier: 0.8280940991505386
['DT', 'RF', 'KNN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8280940991505386
['DT', 'RF', 'KNN', 'XGB']
VotingClassifier: 0.8263498019595582
['DT', 'RF', 'KNN', 'XGB_RF']
VotingClassifier: 0.8249386200914449
['DT', 'RF', 'KNN', 'LR']
VotingClassifier: 0.836996336996337
['DT', 'RF', 'SVC_LIN', 'SVC_RBF']
VotingClassifier: 0.8338217338217339
['DT', 'RF', 'SVC_LIN', 'CAT']
VotingClassifier: 0.8583142092178235
['DT', 'RF', 'SVC_LIN', 'LGBM']
VotingClassifier: 0.8535673737747856
['DT', 'RF', 'SVC_LIN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583142092178235
['DT', 'RF', 'SVC_LIN', 'XGB']
VotingClassifier: 0.8504118947156921
['DT', 'RF', 'SVC_LIN', 'XGB_RF']
VotingClassifier: 0.8600645321419708
['DT', 'RF', 'SVC_LIN', 'LR']
VotingClassifier: 0.8349439775910362
['DT', 'RF', 'SVC_RBF', 'CAT']
VotingClassifier: 0.830953582937127
['DT', 'RF', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8360284701748117
['DT', 'RF', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8261466920312831
['DT', 'RF', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8289331910440221
['DT', 'RF', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8194596568090544
['DT', 'RF', 'SVC_RBF', 'LR']
VotingClassifier: 0.8362787539258129
['DT', 'RF', 'CAT', 'LGBM']
VotingClassifier: 0.8430656423603823
['DT', 'RF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.83687129470262
['DT', 'RF', 'CAT', 'XGB']
VotingClassifier: 0.8393052730402127
['DT', 'RF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8466105750301356
['DT', 'RF', 'CAT', 'LR']
VotingClassifier: 0.8534165698799846
['DT', 'RF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8530232039268183
['DT', 'RF', 'LGBM', 'XGB']
VotingClassifier: 0.8271452381224803
['DT', 'RF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8356146103400945
['DT', 'RF', 'LGBM', 'LR']
VotingClassifier: 0.8523618282654427
['DT', 'RF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8312731445261566
['DT', 'RF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8405688961244516
['DT', 'RF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8547661233167965
['DT', 'RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8332082910396164
['DT', 'RF', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8449285887194383
['DT', 'ETC', 'KNN', 'SVC_LIN']
VotingClassifier: 0.8348397895743663
['DT', 'ETC', 'KNN', 'SVC_RBF']
VotingClassifier: 0.7969615396515981
['DT', 'ETC', 'KNN', 'CAT']
VotingClassifier: 0.8398375499183794
['DT', 'ETC', 'KNN', 'LGBM']
VotingClassifier: 0.8249386200914449
['DT', 'ETC', 'KNN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.833068701392258
['DT', 'ETC', 'KNN', 'XGB']
VotingClassifier: 0.834538425084204
['DT', 'ETC', 'KNN', 'XGB_RF']
VotingClassifier: 0.8326978801281074
['DT', 'ETC', 'KNN', 'LR']
VotingClassifier: 0.8299874688992608
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF']
VotingClassifier: 0.8320829103961634
['DT', 'ETC', 'SVC_LIN', 'CAT']
VotingClassifier: 0.8468253968253968
['DT', 'ETC', 'SVC_LIN', 'LGBM']
VotingClassifier: 0.8564715396922272
['DT', 'ETC', 'SVC_LIN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8411447989761243
['DT', 'ETC', 'SVC_LIN', 'XGB']
VotingClassifier: 0.8534798534798534
['DT', 'ETC', 'SVC_LIN', 'XGB_RF']
VotingClassifier: 0.8437441643323996
['DT', 'ETC', 'SVC_LIN', 'LR']
VotingClassifier: 0.846482933497659
['DT', 'ETC', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8354282932596186
['DT', 'ETC', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8299062049062048
['DT', 'ETC', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8213991769547325
['DT', 'ETC', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8256820914073802
['DT', 'ETC', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8111380506546308
['DT', 'ETC', 'SVC_RBF', 'LR']
VotingClassifier: 0.8316278099410629
['DT', 'ETC', 'CAT', 'LGBM']
VotingClassifier: 0.8470708229744375
['DT', 'ETC', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8309663046505152
['DT', 'ETC', 'CAT', 'XGB']
VotingClassifier: 0.8346490724803978
['DT', 'ETC', 'CAT', 'XGB_RF']
VotingClassifier: 0.8287024628488043
['DT', 'ETC', 'CAT', 'LR']
VotingClassifier: 0.8583954867087398
['DT', 'ETC', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8567151870491813
['DT', 'ETC', 'LGBM', 'XGB']
VotingClassifier: 0.8301823616415316
['DT', 'ETC', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8392930697147566
['DT', 'ETC', 'LGBM', 'LR']
VotingClassifier: 0.8612525685696418
['DT', 'ETC', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8265175132954337
['DT', 'ETC', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8400513478819
['DT', 'ETC', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8479245311452187
['DT', 'ETC', 'XGB', 'XGB_RF']
VotingClassifier: 0.8268864933417882
['DT', 'ETC', 'XGB', 'LR']
VotingClassifier: 0.856368563685637
['DT', 'ETC', 'XGB_RF', 'LR']
VotingClassifier: 0.8388888888888889
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF']
VotingClassifier: 0.8287157287157286
['DT', 'KNN', 'SVC_LIN', 'CAT']
VotingClassifier: 0.83757452958307
['DT', 'KNN', 'SVC_LIN', 'LGBM']
VotingClassifier: 0.8245656619150594
['DT', 'KNN', 'SVC_LIN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8391849844424369
['DT', 'KNN', 'SVC_LIN', 'XGB']
VotingClassifier: 0.8394566224143255
['DT', 'KNN', 'SVC_LIN', 'XGB_RF']
VotingClassifier: 0.8305555555555554
['DT', 'KNN', 'SVC_LIN', 'LR']
VotingClassifier: 0.8254317209206534
['DT', 'KNN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8274814616278032
['DT', 'KNN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8135645144681289
['DT', 'KNN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.7986030641171116
['DT', 'KNN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8348395392064561
['DT', 'KNN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8082958895967026
['DT', 'KNN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8242215615709592
['DT', 'KNN', 'CAT', 'LGBM']
VotingClassifier: 0.8407300086421636
['DT', 'KNN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8362241804513516
['DT', 'KNN', 'CAT', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'KNN', 'CAT', 'XGB_RF']
VotingClassifier: 0.833068701392258
['DT', 'KNN', 'CAT', 'LR']
VotingClassifier: 0.8407300086421635
['DT', 'KNN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8326978801281074
['DT', 'KNN', 'LGBM', 'XGB']
VotingClassifier: 0.8251888315882691
['DT', 'KNN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8326978801281074
['DT', 'KNN', 'LGBM', 'LR']
VotingClassifier: 0.8325021698515674
['DT', 'KNN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8235749687294263
['DT', 'KNN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8200939560711985
['DT', 'KNN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.836682070859286
['DT', 'KNN', 'XGB', 'XGB_RF']
VotingClassifier: 0.839044253275016
['DT', 'KNN', 'XGB', 'LR']
VotingClassifier: 0.8442563089654079
['DT', 'KNN', 'XGB_RF', 'LR']
VotingClassifier: 0.8371920472728768
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8249012425483014
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8484848484848486
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.831890331890332
['DT', 'SVC_LIN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8400968273399174
['DT', 'SVC_LIN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8397058823529412
['DT', 'SVC_LIN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8272588792164889
['DT', 'SVC_LIN', 'CAT', 'LGBM']
VotingClassifier: 0.8620061923401865
['DT', 'SVC_LIN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8551587301587301
['DT', 'SVC_LIN', 'CAT', 'XGB']
VotingClassifier: 0.8489557226399332
['DT', 'SVC_LIN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8484766746204655
['DT', 'SVC_LIN', 'CAT', 'LR']
VotingClassifier: 0.8499808758844903
['DT', 'SVC_LIN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8564715396922272
['DT', 'SVC_LIN', 'LGBM', 'XGB']
VotingClassifier: 0.8397944498444057
['DT', 'SVC_LIN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8523618282654427
['DT', 'SVC_LIN', 'LGBM', 'LR']
VotingClassifier: 0.8535673737747856
['DT', 'SVC_LIN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8492063492063492
['DT', 'SVC_LIN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8588073814244318
['DT', 'SVC_LIN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8407300086421635
['DT', 'SVC_LIN', 'XGB', 'XGB_RF']
VotingClassifier: 0.846125116713352
['DT', 'SVC_LIN', 'XGB', 'LR']
VotingClassifier: 0.8521303258145364
['DT', 'SVC_LIN', 'XGB_RF', 'LR']
VotingClassifier: 0.8419730761502913
['DT', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8468963573592617
['DT', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8265175132954337
['DT', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8388589730053143
['DT', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8245656619150594
['DT', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8328377504848093
['DT', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8296729923545273
['DT', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8247567949464968
['DT', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8395804737268152
['DT', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8505578665287268
['DT', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8261414361913921
['DT', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8100430416068866
['DT', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8370722189541772
['DT', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8222514116616843
['DT', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8416331994645248
['DT', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8379226796203714
['DT', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8470571885206031
['DT', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8317623213303497
['DT', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8392930697147566
['DT', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8572458331494476
['DT', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8352894431199952
['DT', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8487993487993487
['DT', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583142092178235
['DT', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8318587633742992
['DT', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8571428571428571
['DT', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8466812576585001
['DT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.812298195631529
['DT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8535612535612535
['DT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8479632816982215
['DT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8316352783781001
['DT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8494440278941667
['DT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8523618282654427
['DT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8372207419553187
['DT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8523618282654427
['DT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8551587301587301
['DT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8492063492063492
['RF', 'ETC', 'KNN', 'SVC_LIN']
VotingClassifier: 0.8493488519328313
['RF', 'ETC', 'KNN', 'SVC_RBF']
VotingClassifier: 0.829337231968811
['RF', 'ETC', 'KNN', 'CAT']
VotingClassifier: 0.8332863618215551
['RF', 'ETC', 'KNN', 'LGBM']
VotingClassifier: 0.8229859571322985
['RF', 'ETC', 'KNN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8380673906989697
['RF', 'ETC', 'KNN', 'XGB']
VotingClassifier: 0.8265993265993266
['RF', 'ETC', 'KNN', 'XGB_RF']
VotingClassifier: 0.8310233414862457
['RF', 'ETC', 'KNN', 'LR']
VotingClassifier: 0.8474348212910304
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF']
VotingClassifier: 0.8260989055401976
['RF', 'ETC', 'SVC_LIN', 'CAT']
VotingClassifier: 0.8496744282960879
['RF', 'ETC', 'SVC_LIN', 'LGBM']
VotingClassifier: 0.8462962962962962
['RF', 'ETC', 'SVC_LIN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8532446976891421
['RF', 'ETC', 'SVC_LIN', 'XGB']
VotingClassifier: 0.8482763684837803
['RF', 'ETC', 'SVC_LIN', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'SVC_LIN', 'LR']
VotingClassifier: 0.8458867725213848
['RF', 'ETC', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8316239316239317
['RF', 'ETC', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8309224650688064
['RF', 'ETC', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8245663384903891
['RF', 'ETC', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8478722923167368
['RF', 'ETC', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8305220883534137
['RF', 'ETC', 'SVC_RBF', 'LR']
VotingClassifier: 0.8403233286954218
['RF', 'ETC', 'CAT', 'LGBM']
VotingClassifier: 0.8470708229744375
['RF', 'ETC', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8633334041633907
['RF', 'ETC', 'CAT', 'XGB']
VotingClassifier: 0.836518803784529
['RF', 'ETC', 'CAT', 'XGB_RF']
VotingClassifier: 0.8490813069126322
['RF', 'ETC', 'CAT', 'LR']
VotingClassifier: 0.8564193008637453
['RF', 'ETC', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8433787291459414
['RF', 'ETC', 'LGBM', 'XGB']
VotingClassifier: 0.8468791808171247
['RF', 'ETC', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8445754787218203
['RF', 'ETC', 'LGBM', 'LR']
VotingClassifier: 0.8450142450142449
['RF', 'ETC', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8416452562794027
['RF', 'ETC', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8484320557491288
['RF', 'ETC', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8569077013521458
['RF', 'ETC', 'XGB', 'XGB_RF']
VotingClassifier: 0.8395804737268152
['RF', 'ETC', 'XGB', 'LR']
VotingClassifier: 0.8430699918813533
['RF', 'ETC', 'XGB_RF', 'LR']
VotingClassifier: 0.8491352906295789
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF']
VotingClassifier: 0.8260593602365754
['RF', 'KNN', 'SVC_LIN', 'CAT']
VotingClassifier: 0.8460402174569187
['RF', 'KNN', 'SVC_LIN', 'LGBM']
VotingClassifier: 0.8467571644042232
['RF', 'KNN', 'SVC_LIN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8370881025447107
['RF', 'KNN', 'SVC_LIN', 'XGB']
VotingClassifier: 0.8452028324459224
['RF', 'KNN', 'SVC_LIN', 'XGB_RF']
VotingClassifier: 0.8343143101009037
['RF', 'KNN', 'SVC_LIN', 'LR']
VotingClassifier: 0.8380080889428626
['RF', 'KNN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.817077503886298
['RF', 'KNN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8055379101270987
['RF', 'KNN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8093840799723152
['RF', 'KNN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8255163224516989
['RF', 'KNN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8104957160342718
['RF', 'KNN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8271535580524344
['RF', 'KNN', 'CAT', 'LGBM']
VotingClassifier: 0.8182197206587452
['RF', 'KNN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8317053317053317
['RF', 'KNN', 'CAT', 'XGB']
VotingClassifier: 0.8312474412973971
['RF', 'KNN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8322536900850154
['RF', 'KNN', 'CAT', 'LR']
VotingClassifier: 0.8481289558539734
['RF', 'KNN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8152444263555374
['RF', 'KNN', 'LGBM', 'XGB']
VotingClassifier: 0.8170002084636231
['RF', 'KNN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8278983888739987
['RF', 'KNN', 'LGBM', 'LR']
VotingClassifier: 0.8452168746286394
['RF', 'KNN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8277478618942032
['RF', 'KNN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8325977904291157
['RF', 'KNN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8449369813897692
['RF', 'KNN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8341735647054483
['RF', 'KNN', 'XGB', 'LR']
VotingClassifier: 0.8452028324459224
['RF', 'KNN', 'XGB_RF', 'LR']
VotingClassifier: 0.8493791951142223
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8547306874557051
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8375241966705381
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8434924884724082
['RF', 'SVC_LIN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8455110375195781
['RF', 'SVC_LIN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.851533949888151
['RF', 'SVC_LIN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8516750770955985
['RF', 'SVC_LIN', 'CAT', 'LGBM']
VotingClassifier: 0.8586966915280169
['RF', 'SVC_LIN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8507752529103757
['RF', 'SVC_LIN', 'CAT', 'XGB']
VotingClassifier: 0.8572009557216207
['RF', 'SVC_LIN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['RF', 'SVC_LIN', 'CAT', 'LR']
VotingClassifier: 0.851533949888151
['RF', 'SVC_LIN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8519212653081462
['RF', 'SVC_LIN', 'LGBM', 'XGB']
VotingClassifier: 0.8432783577718571
['RF', 'SVC_LIN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['RF', 'SVC_LIN', 'LGBM', 'LR']
VotingClassifier: 0.8566108394161848
['RF', 'SVC_LIN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8455823293172692
['RF', 'SVC_LIN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8455823293172692
['RF', 'SVC_LIN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8519662285339478
['RF', 'SVC_LIN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['RF', 'SVC_LIN', 'XGB', 'LR']
VotingClassifier: 0.8560939134084428
['RF', 'SVC_LIN', 'XGB_RF', 'LR']
VotingClassifier: 0.8483419754239466
['RF', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8314113869669425
['RF', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.837521868889575
['RF', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8405342983656237
['RF', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8417407530344759
['RF', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8503228120516498
['RF', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8363881261208969
['RF', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8312474412973971
['RF', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8371707039318662
['RF', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8375241966705381
['RF', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8437853980022654
['RF', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8411375661375663
['RF', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8471308375874457
['RF', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8487621371562198
['RF', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8466985589416489
['RF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8417716981402618
['RF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8432783577718571
['RF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8561749903213318
['RF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8494440278941667
['RF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8429772436496048
['RF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8491688272075644
['RF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8527055600226333
['RF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8573805358306746
['RF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8494440278941667
['RF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8420300248613501
['RF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8432783577718571
['RF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8443002780352179
['RF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.849244012802119
['RF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8383601604417357
['RF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8480780443229395
['RF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8537498409929309
['RF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8494440278941667
['RF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8491086296405133
['RF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8407300086421635
['RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8582998661311914
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF']
VotingClassifier: 0.8388741978766644
['ETC', 'KNN', 'SVC_LIN', 'CAT']
VotingClassifier: 0.8440080244958293
['ETC', 'KNN', 'SVC_LIN', 'LGBM']
VotingClassifier: 0.8404364090388482
['ETC', 'KNN', 'SVC_LIN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8491140296018345
['ETC', 'KNN', 'SVC_LIN', 'XGB']
VotingClassifier: 0.8525408263970355
['ETC', 'KNN', 'SVC_LIN', 'XGB_RF']
VotingClassifier: 0.84181838564888
['ETC', 'KNN', 'SVC_LIN', 'LR']
VotingClassifier: 0.8374105102448248
['ETC', 'KNN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8317920123305681
['ETC', 'KNN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8235615596556709
['ETC', 'KNN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8227996376916704
['ETC', 'KNN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8302325581395348
['ETC', 'KNN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8359305808480362
['ETC', 'KNN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8388741978766644
['ETC', 'KNN', 'CAT', 'LGBM']
VotingClassifier: 0.8261414361913921
['ETC', 'KNN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8386111384772695
['ETC', 'KNN', 'CAT', 'XGB']
VotingClassifier: 0.838564514468129
['ETC', 'KNN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8431232401992635
['ETC', 'KNN', 'CAT', 'LR']
VotingClassifier: 0.8471826276704325
['ETC', 'KNN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.817222861526659
['ETC', 'KNN', 'LGBM', 'XGB']
VotingClassifier: 0.8202275366909513
['ETC', 'KNN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8183688739244294
['ETC', 'KNN', 'LGBM', 'LR']
VotingClassifier: 0.8508783676072055
['ETC', 'KNN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8421165180201324
['ETC', 'KNN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8433455433455433
['ETC', 'KNN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8486591872865271
['ETC', 'KNN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8293738781543659
['ETC', 'KNN', 'XGB', 'LR']
VotingClassifier: 0.856092829949039
['ETC', 'KNN', 'XGB_RF', 'LR']
VotingClassifier: 0.8486591872865271
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8434357683900157
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.842798353909465
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8335026003336278
['ETC', 'SVC_LIN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8478722923167368
['ETC', 'SVC_LIN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8381348345368886
['ETC', 'SVC_LIN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8481296793533081
['ETC', 'SVC_LIN', 'CAT', 'LGBM']
VotingClassifier: 0.8451208894246869
['ETC', 'SVC_LIN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8687728937728938
['ETC', 'SVC_LIN', 'CAT', 'XGB']
VotingClassifier: 0.8511569731081926
['ETC', 'SVC_LIN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8650944343982317
['ETC', 'SVC_LIN', 'CAT', 'LR']
VotingClassifier: 0.8581321754489255
['ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8527930803175655
['ETC', 'SVC_LIN', 'LGBM', 'XGB']
VotingClassifier: 0.8484277677315651
['ETC', 'SVC_LIN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8527055600226333
['ETC', 'SVC_LIN', 'LGBM', 'LR']
VotingClassifier: 0.8546296296296295
['ETC', 'SVC_LIN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8480680025932766
['ETC', 'SVC_LIN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8603134055208175
['ETC', 'SVC_LIN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8581321754489255
['ETC', 'SVC_LIN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8527055600226333
['ETC', 'SVC_LIN', 'XGB', 'LR']
VotingClassifier: 0.8451208894246869
['ETC', 'SVC_LIN', 'XGB_RF', 'LR']
VotingClassifier: 0.862984496124031
['ETC', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8345358345358346
['ETC', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8402802893309221
['ETC', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8478722923167368
['ETC', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8482167972674302
['ETC', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8436809322885273
['ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8416666666666667
['ETC', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8430699918813533
['ETC', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.841005209328766
['ETC', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8433455433455433
['ETC', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8511233919533785
['ETC', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.85
['ETC', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.839957264957265
['ETC', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8465966429821852
['ETC', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8528490314706912
['ETC', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.841235609730687
['ETC', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8338805503439651
['ETC', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8468791808171247
['ETC', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8434078193114338
['ETC', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8518518518518517
['ETC', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8443530871018238
['ETC', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8687728937728938
['ETC', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.857051282051282
['ETC', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.837428662016487
['ETC', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8575368139223561
['ETC', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8602258852258853
['ETC', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8387490995163116
['ETC', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8435592185592187
['ETC', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8470708229744375
['ETC', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8387781896818041
['ETC', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8516788673682071
['ETC', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.856368563685637
['ETC', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8384128143164288
['ETC', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8495046854082998
['ETC', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8602258852258853
['ETC', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8505820105820107
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8417582417582419
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8402662921932699
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8116950510344308
['KNN', 'SVC_LIN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8537313541518756
['KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8417552995866249
['KNN', 'SVC_LIN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8207803432522534
['KNN', 'SVC_LIN', 'CAT', 'LGBM']
VotingClassifier: 0.8466416102305901
['KNN', 'SVC_LIN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8320829103961634
['KNN', 'SVC_LIN', 'CAT', 'XGB']
VotingClassifier: 0.8455110375195781
['KNN', 'SVC_LIN', 'CAT', 'XGB_RF']
VotingClassifier: 0.841495977948766
['KNN', 'SVC_LIN', 'CAT', 'LR']
VotingClassifier: 0.8467172711884255
['KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8368217054263565
['KNN', 'SVC_LIN', 'LGBM', 'XGB']
VotingClassifier: 0.8397944498444057
['KNN', 'SVC_LIN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8499317675788264
['KNN', 'SVC_LIN', 'LGBM', 'LR']
VotingClassifier: 0.8353437577562671
['KNN', 'SVC_LIN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8459606874549758
['KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.841495977948766
['KNN', 'SVC_LIN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8337862571348239
['KNN', 'SVC_LIN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8499095840867993
['KNN', 'SVC_LIN', 'XGB', 'LR']
VotingClassifier: 0.8501795715998769
['KNN', 'SVC_LIN', 'XGB_RF', 'LR']
VotingClassifier: 0.8405291059857141
['KNN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8184318821745723
['KNN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8191031811873731
['KNN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.84001924001924
['KNN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.836405870552212
['KNN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8369048528757131
['KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8086802086802086
['KNN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.807032259618086
['KNN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8097560975609754
['KNN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8335061792412065
['KNN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.840040773180308
['KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8222943722943722
['KNN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8081448008348593
['KNN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8302631578947368
['KNN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8569390526282189
['KNN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8285680942933832
['KNN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8018207683535662
['KNN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8219769476175776
['KNN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8273961647455623
['KNN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.836996336996337
['KNN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8396418396418396
['KNN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8362220435391167
['KNN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8449369813897692
['KNN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8346624866035843
['KNN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8491352906295789
['KNN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8481289558539734
['KNN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8301070289183904
['KNN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8196552805851377
['KNN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8383877864042022
['KNN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8299213418763348
['KNN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.841005209328766
['KNN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8496052966641202
['KNN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8360284701748117
['KNN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8491352906295789
['KNN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8494812208979221
['KNN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8503633581946834
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.850609756097561
['SVC_LIN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8455110375195781
['SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8540365528927619
['SVC_LIN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8646405493429136
['SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8468654158078522
['SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8458575300038715
['SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8471887550200803
['SVC_LIN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8577259314414937
['SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8456542779713511
['SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.84318566932946
['SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8558003405704554
['SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8536144578313253
['SVC_LIN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8551582029981519
['SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8491500369549151
['SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8491688272075644
['SVC_LIN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8478954409797262
['SVC_LIN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8586183901652777
['SVC_LIN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8622426432752786
['SVC_LIN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8567998157377595
['SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8575399157606034
['SVC_LIN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8639104220499569
['SVC_LIN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8576283154596407
['SVC_LIN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8583484026522002
['SVC_LIN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8519662285339478
['SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8446629990167525
['SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8491688272075644
['SVC_LIN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8590506688110744
['SVC_LIN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8448269446862978
['SVC_LIN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8458575300038715
['SVC_LIN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8599706552092262
['SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8572458331494476
['SVC_LIN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583484026522002
['SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8587201215927504
['SVC_LIN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8550318922749822
['SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8412404467960023
['SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8362241804513516
['SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8491086296405133
['SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.841005209328766
['SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8428929392784815
['SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8540365528927619
['SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8537843592721641
['SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8392795698114535
['SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8477105550276282
['SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8540365528927619
['SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8298628000525019
['SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.84922405672071
['SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8494708994708994
['SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8442563089654079
['SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8458575300038715
['SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8442563089654079
['SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8491352906295789
['SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.849078746985589
['SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.852332406549274
['CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8478954409797262
['CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8446629990167525
['CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8572009557216207
['CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8432783577718571
['CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8517565036976014
['CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8618863640214869
['CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8466898954703832
['CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.861599502288842
['CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.851356032357316
['CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8608794150962825
['LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8400459158088832
['LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8432783577718571
['LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8537498409929309
['LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8480780443229395
['LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8576283154596407
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN']
VotingClassifier: 0.8358076563958917
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF']
VotingClassifier: 0.8245656619150594
['DT', 'RF', 'ETC', 'KNN', 'CAT']
VotingClassifier: 0.8239538239538239
['DT', 'RF', 'ETC', 'KNN', 'LGBM']
VotingClassifier: 0.8313265411135123
['DT', 'RF', 'ETC', 'KNN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.833068701392258
['DT', 'RF', 'ETC', 'KNN', 'XGB']
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'ETC', 'KNN', 'XGB_RF']
VotingClassifier: 0.8194596568090544
['DT', 'RF', 'ETC', 'KNN', 'LR']
VotingClassifier: 0.83757452958307
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF']
VotingClassifier: 0.8347480764457681
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT']
VotingClassifier: 0.8547133861725561
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM']
VotingClassifier: 0.8620061923401865
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.851610644257703
['DT', 'RF', 'ETC', 'SVC_LIN', 'XGB']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_LIN', 'XGB_RF']
VotingClassifier: 0.8436213991769547
['DT', 'RF', 'ETC', 'SVC_LIN', 'LR']
VotingClassifier: 0.851165300271529
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8354477500818964
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8277211409741531
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8409116987430241
['DT', 'RF', 'ETC', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8293738781543659
['DT', 'RF', 'ETC', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8290598290598291
['DT', 'RF', 'ETC', 'SVC_RBF', 'LR']
VotingClassifier: 0.8382961623467953
['DT', 'RF', 'ETC', 'CAT', 'LGBM']
VotingClassifier: 0.8531018175821533
['DT', 'RF', 'ETC', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8479496472443872
['DT', 'RF', 'ETC', 'CAT', 'XGB']
VotingClassifier: 0.8361497939811192
['DT', 'RF', 'ETC', 'CAT', 'XGB_RF']
VotingClassifier: 0.8300447116979068
['DT', 'RF', 'ETC', 'CAT', 'LR']
VotingClassifier: 0.8594944150499707
['DT', 'RF', 'ETC', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8520855574195516
['DT', 'RF', 'ETC', 'LGBM', 'XGB']
VotingClassifier: 0.8351773666365366
['DT', 'RF', 'ETC', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8435870950364451
['DT', 'RF', 'ETC', 'LGBM', 'LR']
VotingClassifier: 0.8578828464595677
['DT', 'RF', 'ETC', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8316439657903073
['DT', 'RF', 'ETC', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846990384883297
['DT', 'RF', 'ETC', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8547661233167965
['DT', 'RF', 'ETC', 'XGB', 'XGB_RF']
VotingClassifier: 0.8380635664831271
['DT', 'RF', 'ETC', 'XGB', 'LR']
VotingClassifier: 0.8527443105756358
['DT', 'RF', 'ETC', 'XGB_RF', 'LR']
VotingClassifier: 0.8472222222222222
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF']
VotingClassifier: 0.8322536900850154
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT']
VotingClassifier: 0.8455823293172692
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM']
VotingClassifier: 0.8388888888888889
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8440879798262819
['DT', 'RF', 'KNN', 'SVC_LIN', 'XGB']
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'KNN', 'SVC_LIN', 'XGB_RF']
VotingClassifier: 0.8340365682137834
['DT', 'RF', 'KNN', 'SVC_LIN', 'LR']
VotingClassifier: 0.8550318922749822
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8373596951910205
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8285533396644508
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8120687879724023
['DT', 'RF', 'KNN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.833068701392258
['DT', 'RF', 'KNN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8196890124600967
['DT', 'RF', 'KNN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8322536900850154
['DT', 'RF', 'KNN', 'CAT', 'LGBM']
VotingClassifier: 0.8407300086421635
['DT', 'RF', 'KNN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8357532694882092
['DT', 'RF', 'KNN', 'CAT', 'XGB']
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'KNN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8357532694882092
['DT', 'RF', 'KNN', 'CAT', 'LR']
VotingClassifier: 0.8357532694882092
['DT', 'RF', 'KNN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8326978801281074
['DT', 'RF', 'KNN', 'LGBM', 'XGB']
VotingClassifier: 0.8348395392064561
['DT', 'RF', 'KNN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8326978801281074
['DT', 'RF', 'KNN', 'LGBM', 'LR']
VotingClassifier: 0.8458575300038715
['DT', 'RF', 'KNN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'KNN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8299874688992608
['DT', 'RF', 'KNN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8325977904291157
['DT', 'RF', 'KNN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8358323693043245
['DT', 'RF', 'KNN', 'XGB', 'LR']
VotingClassifier: 0.841005209328766
['DT', 'RF', 'KNN', 'XGB_RF', 'LR']
VotingClassifier: 0.8322153081189225
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8397058823529412
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.846734980912196
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.843186895011169
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8354282932596186
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8428804855275444
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8397793685375383
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM']
VotingClassifier: 0.8620061923401865
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583142092178235
['DT', 'RF', 'SVC_LIN', 'CAT', 'XGB']
VotingClassifier: 0.8534798534798534
['DT', 'RF', 'SVC_LIN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8484766746204655
['DT', 'RF', 'SVC_LIN', 'CAT', 'LR']
VotingClassifier: 0.8515579071134627
['DT', 'RF', 'SVC_LIN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8620061923401865
['DT', 'RF', 'SVC_LIN', 'LGBM', 'XGB']
VotingClassifier: 0.8494440278941667
['DT', 'RF', 'SVC_LIN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8620061923401865
['DT', 'RF', 'SVC_LIN', 'LGBM', 'LR']
VotingClassifier: 0.8535673737747856
['DT', 'RF', 'SVC_LIN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8551587301587301
['DT', 'RF', 'SVC_LIN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8551587301587301
['DT', 'RF', 'SVC_LIN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583142092178235
['DT', 'RF', 'SVC_LIN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8504118947156921
['DT', 'RF', 'SVC_LIN', 'XGB', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'SVC_LIN', 'XGB_RF', 'LR']
VotingClassifier: 0.847652302178585
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.847826578358462
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8312731445261566
['DT', 'RF', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8392795698114535
['DT', 'RF', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8322153081189225
['DT', 'RF', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8331416507429568
['DT', 'RF', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8363881261208969
['DT', 'RF', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8348395392064561
['DT', 'RF', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8407300086421635
['DT', 'RF', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8537498409929309
['DT', 'RF', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8392795698114535
['DT', 'RF', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.833112670462068
['DT', 'RF', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8380994566501299
['DT', 'RF', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8277211409741531
['DT', 'RF', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8484708063021316
['DT', 'RF', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8463614981857722
['DT', 'RF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8527100064351262
['DT', 'RF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8430268918073796
['DT', 'RF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8434438190535752
['DT', 'RF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8361497939811192
['DT', 'RF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8513709342208745
['DT', 'RF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583142092178235
['DT', 'RF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8443296997513864
['DT', 'RF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8652779616635038
['DT', 'RF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8498157468347172
['DT', 'RF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8302797272986974
['DT', 'RF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8489316239316239
['DT', 'RF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8620061923401865
['DT', 'RF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8366308705026961
['DT', 'RF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8586183901652777
['DT', 'RF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8528472865822264
['DT', 'RF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8380635664831271
['DT', 'RF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8572458331494476
['DT', 'RF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8551587301587301
['DT', 'RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8504118947156921
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF']
VotingClassifier: 0.8244105528301134
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT']
VotingClassifier: 0.8429698708751793
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM']
VotingClassifier: 0.833068701392258
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8462962962962962
['DT', 'ETC', 'KNN', 'SVC_LIN', 'XGB']
VotingClassifier: 0.841005209328766
['DT', 'ETC', 'KNN', 'SVC_LIN', 'XGB_RF']
VotingClassifier: 0.8340365682137834
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LR']
VotingClassifier: 0.8517229411473052
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8274917853231106
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8332707942464039
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8261414361913921
['DT', 'ETC', 'KNN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8492871128760928
['DT', 'ETC', 'KNN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8258475778311217
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8325977904291157
['DT', 'ETC', 'KNN', 'CAT', 'LGBM']
VotingClassifier: 0.8384098085995104
['DT', 'ETC', 'KNN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8348608107644253
['DT', 'ETC', 'KNN', 'CAT', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'ETC', 'KNN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8280919622383037
['DT', 'ETC', 'KNN', 'CAT', 'LR']
VotingClassifier: 0.8394566224143253
['DT', 'ETC', 'KNN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8320218875774431
['DT', 'ETC', 'KNN', 'LGBM', 'XGB']
VotingClassifier: 0.8287591009813232
['DT', 'ETC', 'KNN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8326978801281074
['DT', 'ETC', 'KNN', 'LGBM', 'LR']
VotingClassifier: 0.8235749687294263
['DT', 'ETC', 'KNN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8316070972434823
['DT', 'ETC', 'KNN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8250107297453065
['DT', 'ETC', 'KNN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8402523402523402
['DT', 'ETC', 'KNN', 'XGB', 'XGB_RF']
VotingClassifier: 0.83757452958307
['DT', 'ETC', 'KNN', 'XGB', 'LR']
VotingClassifier: 0.8394566224143255
['DT', 'ETC', 'KNN', 'XGB_RF', 'LR']
VotingClassifier: 0.8371920472728768
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8432539682539683
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8527055600226333
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8335342575848905
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8354282932596186
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8347480764457681
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8468875502008032
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM']
VotingClassifier: 0.8630952380952381
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583142092178235
['DT', 'ETC', 'SVC_LIN', 'CAT', 'XGB']
VotingClassifier: 0.8521303258145364
['DT', 'ETC', 'SVC_LIN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8515579071134627
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LR']
VotingClassifier: 0.8631279969968055
['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8539156626506023
['DT', 'ETC', 'SVC_LIN', 'LGBM', 'XGB']
VotingClassifier: 0.8494440278941667
['DT', 'ETC', 'SVC_LIN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8576076457729652
['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LR']
VotingClassifier: 0.861981984599035
['DT', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8572458331494476
['DT', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8587923121055651
['DT', 'ETC', 'SVC_LIN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.862069174016149
['DT', 'ETC', 'SVC_LIN', 'XGB', 'XGB_RF']
VotingClassifier: 0.846125116713352
['DT', 'ETC', 'SVC_LIN', 'XGB', 'LR']
VotingClassifier: 0.865660443973697
['DT', 'ETC', 'SVC_LIN', 'XGB_RF', 'LR']
VotingClassifier: 0.8480098212124355
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8384449221790886
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8310233414862457
['DT', 'ETC', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8374112625083131
['DT', 'ETC', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8239538239538239
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8368448151580682
['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.838608867848634
['DT', 'ETC', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8395804737268152
['DT', 'ETC', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8482384823848239
['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8527055600226333
['DT', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8355909991491052
['DT', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8333050953584137
['DT', 'ETC', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8352383894552569
['DT', 'ETC', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8354282932596186
['DT', 'ETC', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8389598494227538
['DT', 'ETC', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8331416507429568
['DT', 'ETC', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8531018175821533
['DT', 'ETC', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8348968105065667
['DT', 'ETC', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8434438190535752
['DT', 'ETC', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8704208031644359
['DT', 'ETC', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8489557226399332
['DT', 'ETC', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8408628408628408
['DT', 'ETC', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8656699970614165
['DT', 'ETC', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8492063492063492
['DT', 'ETC', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8571428571428571
['DT', 'ETC', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8503148396053349
['DT', 'ETC', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8349633905189462
['DT', 'ETC', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8473251982288126
['DT', 'ETC', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8575399157606034
['DT', 'ETC', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8415075199576588
['DT', 'ETC', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'ETC', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8528472865822264
['DT', 'ETC', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846125116713352
['DT', 'ETC', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8571428571428571
['DT', 'ETC', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8507601835915088
['DT', 'ETC', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8571428571428571
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8409839483010214
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8328795702289679
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.828812686644012
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.841005209328766
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8205128205128206
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8383142961456215
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM']
VotingClassifier: 0.8407300086421635
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.83757452958307
['DT', 'KNN', 'SVC_LIN', 'CAT', 'XGB']
VotingClassifier: 0.8439624506051374
['DT', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8407300086421635
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LR']
VotingClassifier: 0.8464285714285715
['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.841005209328766
['DT', 'KNN', 'SVC_LIN', 'LGBM', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8326978801281074
['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LR']
VotingClassifier: 0.8562384643779993
['DT', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8455110375195781
['DT', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8378306061541628
['DT', 'KNN', 'SVC_LIN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8532555081971137
['DT', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8407300086421635
['DT', 'KNN', 'SVC_LIN', 'XGB', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'KNN', 'SVC_LIN', 'XGB_RF', 'LR']
VotingClassifier: 0.847905131044666
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8297005248533497
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8270757020757019
['DT', 'KNN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.841005209328766
['DT', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.836996336996337
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8409839483010214
['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8285533396644508
['DT', 'KNN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8348395392064561
['DT', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8443002780352179
['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.836054173403571
['DT', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8348395392064561
['DT', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8216682103529895
['DT', 'KNN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8373596951910205
['DT', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8394566224143255
['DT', 'KNN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8456737434090648
['DT', 'KNN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.831890331890332
['DT', 'KNN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8430268918073796
['DT', 'KNN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8396392257575386
['DT', 'KNN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8359303220910812
['DT', 'KNN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8407300086421635
['DT', 'KNN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8439624506051374
['DT', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.833068701392258
['DT', 'KNN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8443542617521645
['DT', 'KNN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8407300086421635
['DT', 'KNN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8487621371562198
['DT', 'KNN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8439624506051374
['DT', 'KNN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8251888315882691
['DT', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8326978801281074
['DT', 'KNN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8394566224143255
['DT', 'KNN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8348395392064561
['DT', 'KNN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8394566224143255
['DT', 'KNN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8374789090055218
['DT', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8326978801281074
['DT', 'KNN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8487621371562198
['DT', 'KNN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.833068701392258
['DT', 'KNN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8487621371562198
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8496013790131437
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8366897366439839
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8564213564213565
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8464285714285715
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8432539682539683
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8451285552093847
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8360284701748117
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8534798534798534
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8513861437028938
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8401518160554305
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8463614981857722
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8469610363854004
['DT', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8496013790131437
['DT', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8531533825651474
['DT', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.842934847596632
['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8583142092178235
['DT', 'SVC_LIN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8491688272075644
['DT', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8572458331494476
['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8630952380952381
['DT', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8492063492063492
['DT', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8551587301587301
['DT', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583142092178235
['DT', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8492063492063492
['DT', 'SVC_LIN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8547133861725561
['DT', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8491688272075644
['DT', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8539156626506023
['DT', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8535673737747856
['DT', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8491688272075644
['DT', 'SVC_LIN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8622968495399395
['DT', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8486988246024391
['DT', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846125116713352
['DT', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8572458331494476
['DT', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8515579071134627
['DT', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8572458331494476
['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8434574535074093
['DT', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8394566224143255
['DT', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8537498409929309
['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8534798534798534
['DT', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8512949039264829
['DT', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8361497939811192
['DT', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8485135664609658
['DT', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8480269300702737
['DT', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8564213564213565
['DT', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8332018173122907
['DT', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8316070972434823
['DT', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8494440278941667
['DT', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8534798534798534
['DT', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.841005209328766
['DT', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8437853980022654
['DT', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8534798534798534
['DT', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8373596951910205
['DT', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8531533825651474
['DT', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8379226796203714
['DT', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8581483875601522
['DT', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8397944498444057
['DT', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8403093298773582
['DT', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8535673737747856
['DT', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8496918075231328
['DT', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8531224872688288
['DT', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8528472865822264
['DT', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8448078026391279
['DT', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8571428571428571
['DT', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8551587301587301
['DT', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8539682539682539
['DT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8411366986935084
['DT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8531224872688288
['DT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8483414583914143
['DT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8622968495399395
['DT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8492063492063492
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF']
VotingClassifier: 0.846364834580784
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT']
VotingClassifier: 0.846580907084328
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8453918237050767
['RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB']
VotingClassifier: 0.8393775225982102
['RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB_RF']
VotingClassifier: 0.841495977948766
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LR']
VotingClassifier: 0.850646596651643
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8277478618942032
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8348927875243665
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8359305808480362
['RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.826120857699805
['RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8257541286207677
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LR']
VotingClassifier: 0.834873292704618
['RF', 'ETC', 'KNN', 'CAT', 'LGBM']
VotingClassifier: 0.8277211409741531
['RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8346475945962467
['RF', 'ETC', 'KNN', 'CAT', 'XGB']
VotingClassifier: 0.8348608107644253
['RF', 'ETC', 'KNN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8346475945962467
['RF', 'ETC', 'KNN', 'CAT', 'LR']
VotingClassifier: 0.8474348212910304
['RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8101384212495324
['RF', 'ETC', 'KNN', 'LGBM', 'XGB']
VotingClassifier: 0.8215243529835229
['RF', 'ETC', 'KNN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8245656619150594
['RF', 'ETC', 'KNN', 'LGBM', 'LR']
VotingClassifier: 0.8452028324459224
['RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8317053317053317
['RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8394094993581515
['RF', 'ETC', 'KNN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.844242846826826
['RF', 'ETC', 'KNN', 'XGB', 'XGB_RF']
VotingClassifier: 0.834479883260371
['RF', 'ETC', 'KNN', 'XGB', 'LR']
VotingClassifier: 0.8478722923167368
['RF', 'ETC', 'KNN', 'XGB_RF', 'LR']
VotingClassifier: 0.8449369813897692
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8444102129052903
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8411375661375663
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8430926404440616
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8528490314706912
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8338976157795739
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8413600235501913
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM']
VotingClassifier: 0.8498827941865916
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8532446976891421
['RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB']
VotingClassifier: 0.8515088104467542
['RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LR']
VotingClassifier: 0.8578958604798398
['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8494708994708994
['RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB']
VotingClassifier: 0.8436467388541509
['RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.853949856084979
['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LR']
VotingClassifier: 0.8545339569772894
['RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8530232039268183
['RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8479245311452187
['RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8543255910867856
['RF', 'ETC', 'SVC_LIN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8494440278941667
['RF', 'ETC', 'SVC_LIN', 'XGB', 'LR']
VotingClassifier: 0.842798353909465
['RF', 'ETC', 'SVC_LIN', 'XGB_RF', 'LR']
VotingClassifier: 0.8506118502456735
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8345358345358346
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8316239316239317
['RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8390525463696195
['RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8406964720641782
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8445519980143956
['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8317053317053317
['RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8399889491661643
['RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8406970042551105
['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8361797602303932
['RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8375039594551789
['RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.837521868889575
['RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8316239316239317
['RF', 'ETC', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8439649781113197
['RF', 'ETC', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8483222824994977
['RF', 'ETC', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8406964720641782
['RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8515088104467542
['RF', 'ETC', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8384098085995104
['RF', 'ETC', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8527443105756358
['RF', 'ETC', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8481888481888481
['RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8430268918073796
['RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.856368563685637
['RF', 'ETC', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8600823045267489
['RF', 'ETC', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.847826578358462
['RF', 'ETC', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8470708229744375
['RF', 'ETC', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8527055600226333
['RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8370924343146565
['RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8527443105756358
['RF', 'ETC', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8498827941865916
['RF', 'ETC', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8351773666365366
['RF', 'ETC', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8563084969978366
['RF', 'ETC', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8527055600226333
['RF', 'ETC', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8445754787218203
['RF', 'ETC', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8503439649781113
['RF', 'ETC', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8600823045267489
['RF', 'ETC', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8482384823848239
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8546203119373851
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8470699775228234
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.850179350599872
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8537313541518756
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8502886002886002
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LR']
VotingClassifier: 0.843582474950181
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM']
VotingClassifier: 0.8466416102305901
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8368448151580682
['RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB']
VotingClassifier: 0.8455110375195781
['RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8461392996016972
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LR']
VotingClassifier: 0.8543328450688241
['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8338217338217339
['RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB']
VotingClassifier: 0.8455110375195781
['RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8506132566324084
['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LR']
VotingClassifier: 0.844265845873233
['RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8455110375195781
['RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.841495977948766
['RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846580907084328
['RF', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8501795715998769
['RF', 'KNN', 'SVC_LIN', 'XGB', 'LR']
VotingClassifier: 0.8501795715998769
['RF', 'KNN', 'SVC_LIN', 'XGB_RF', 'LR']
VotingClassifier: 0.8497728815485323
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.828275789251399
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8270907713945688
['RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8364672364672364
['RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8369048528757131
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8370881025447107
['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8268551191718693
['RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8219519089666344
['RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8235583346694457
['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.842024900164435
['RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8364887696283044
['RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.836405870552212
['RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.844997594997595
['RF', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8282367837923393
['RF', 'KNN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8488270855559236
['RF', 'KNN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8502886002886002
['RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8150852314825281
['RF', 'KNN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8267094579056433
['RF', 'KNN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.836996336996337
['RF', 'KNN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8416648710766358
['RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8360284701748117
['RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8362220435391167
['RF', 'KNN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8494812208979221
['RF', 'KNN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.834479883260371
['RF', 'KNN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['RF', 'KNN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8400194183326715
['RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8268745869554165
['RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8339787294676619
['RF', 'KNN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8416648710766358
['RF', 'KNN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8299213418763348
['RF', 'KNN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['RF', 'KNN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8506132566324084
['RF', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8360284701748117
['RF', 'KNN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8441585514756248
['RF', 'KNN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8449369813897692
['RF', 'KNN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8452028324459224
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8375241966705381
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8468875502008032
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8455110375195781
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8466985589416489
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8548827755719418
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8423595876170401
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8458575300038715
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8466985589416489
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8502337069293566
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8503633581946834
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8393788996029495
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8597181665184439
['RF', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8582998661311914
['RF', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.851533949888151
['RF', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8597181665184439
['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8539156626506023
['RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8432783577718571
['RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.853949856084979
['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8633652256083156
['RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8567998157377595
['RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8443002780352179
['RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.861287850036092
['RF', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8572009557216207
['RF', 'SVC_LIN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8547619047619047
['RF', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8436908126332491
['RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8400459158088832
['RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8491688272075644
['RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8601732511441114
['RF', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8448269446862978
['RF', 'SVC_LIN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8494440278941667
['RF', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8554264157010735
['RF', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853949856084979
['RF', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8580130043985466
['RF', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8455823293172692
['RF', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8550318922749822
['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8329071134626691
['RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8362241804513516
['RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8445754787218203
['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.841005209328766
['RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8487621371562198
['RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8456542779713511
['RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.845365006144477
['RF', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8487621371562198
['RF', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.845365006144477
['RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8394566224143255
['RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.853447545456086
['RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.841005209328766
['RF', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8444915464326441
['RF', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8456737434090648
['RF', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8536144578313253
['RF', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8539876113046846
['RF', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.845365006144477
['RF', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8505260640841703
['RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8432783577718571
['RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8527443105756358
['RF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8490813069126322
['RF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8432783577718571
['RF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8480780443229395
['RF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8570178148491401
['RF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8478954409797262
['RF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8563735869054705
['RF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.852332406549274
['RF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8618863640214869
['RF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8400459158088832
['RF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8480780443229395
['RF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8490813069126322
['RF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8480780443229395
['RF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8572009557216207
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8408018433858228
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8405291059857141
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.838076532520977
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8529008554848349
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8463464246596777
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8391469352767729
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM']
VotingClassifier: 0.8370722189541772
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8392461197339246
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB']
VotingClassifier: 0.8478722923167368
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8440080244958293
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LR']
VotingClassifier: 0.8518511617507313
['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8327599641276701
['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB']
VotingClassifier: 0.8491352906295789
['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8382961623467953
['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LR']
VotingClassifier: 0.845365006144477
['ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8399357843802288
['ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8361648872409274
['ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8537651923925322
['ETC', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8357532694882092
['ETC', 'KNN', 'SVC_LIN', 'XGB', 'LR']
VotingClassifier: 0.85751756555099
['ETC', 'KNN', 'SVC_LIN', 'XGB_RF', 'LR']
VotingClassifier: 0.8486591872865271
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8301308827624617
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8367088607594937
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8303030303030302
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8405291059857141
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8393252837697283
['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8301674852423967
['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8301823616415316
['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8348927875243665
['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8440606621488492
['ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8397160978556327
['ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.844535951853025
['ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8477744029899613
['ETC', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8313612313612313
['ETC', 'KNN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8474348212910304
['ETC', 'KNN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8539221822354351
['ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8195034992289836
['ETC', 'KNN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.829963171426586
['ETC', 'KNN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8261414361913921
['ETC', 'KNN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8427662872107317
['ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8421165180201324
['ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8430912634393222
['ETC', 'KNN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8392461197339246
['ETC', 'KNN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8389857114511831
['ETC', 'KNN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8514242958687402
['ETC', 'KNN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8471826276704325
['ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8334636230977694
['ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8296729923545273
['ETC', 'KNN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8390525463696195
['ETC', 'KNN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8392795698114535
['ETC', 'KNN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8441585514756248
['ETC', 'KNN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8436283835030526
['ETC', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8431938431938434
['ETC', 'KNN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8514242958687402
['ETC', 'KNN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8392461197339246
['ETC', 'KNN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8514242958687402
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8494708994708994
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8402802893309221
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8444102129052903
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.845042194092827
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8624031007751939
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8452380952380952
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8494708994708994
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.855464170920779
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8497988421155922
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8478194318980226
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.845042194092827
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8412545383181239
['ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8528490314706912
['ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8577013521457966
['ETC', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8463178294573644
['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8527930803175655
['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8516788673682071
['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8527055600226333
['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8543844367015098
['ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8609231616183785
['ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8687728937728938
['ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8534810126582277
['ETC', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8527930803175655
['ETC', 'SVC_LIN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8482763684837803
['ETC', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8534810126582277
['ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8436467388541509
['ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8575741091949798
['ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8496376012584719
['ETC', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8436467388541509
['ETC', 'SVC_LIN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8462962962962962
['ETC', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8495309568480299
['ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8527930803175655
['ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8519800721874841
['ETC', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8615079365079366
['ETC', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8575741091949798
['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8518925518925519
['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.85143994782549
['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8464449428304851
['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8433455433455433
['ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8460173868473735
['ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8531746031746031
['ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8434357683900157
['ETC', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8450221940393151
['ETC', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8528490314706912
['ETC', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8482167972674302
['ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8430699918813533
['ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8398375499183794
['ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8483222824994977
['ETC', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8480923694779117
['ETC', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8494708994708994
['ETC', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8411183992579342
['ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8417969564311027
['ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8528490314706912
['ETC', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.845042194092827
['ETC', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8551436515291937
['ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8370924343146565
['ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8479245311452187
['ETC', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8515875348082224
['ETC', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8468103181958604
['ETC', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8553573267428689
['ETC', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.856368563685637
['ETC', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8420582916461167
['ETC', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8489944373127942
['ETC', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8602258852258853
['ETC', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8585793752674369
['ETC', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8338805503439651
['ETC', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8484277677315651
['ETC', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.856368563685637
['ETC', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8521062271062272
['ETC', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8550987224157955
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8434496357663859
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8545872260039272
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8441585514756248
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8590281873414404
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8434623113434387
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8479938752745387
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8490813069126322
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8515641446675929
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8431868950111691
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8491871146437228
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8414490923838659
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8374105102448248
['KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8491871146437228
['KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8491871146437228
['KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.848783053732563
['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8464285714285715
['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.841005209328766
['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8379226796203714
['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8510971055088703
['KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8535431660336342
['KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8320829103961634
['KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8481289558539734
['KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8499095840867993
['KNN', 'SVC_LIN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8538038247098777
['KNN', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8492479159332621
['KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8362241804513516
['KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8380994566501299
['KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8440834473324212
['KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.841005209328766
['KNN', 'SVC_LIN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8501795715998769
['KNN', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8521089831281349
['KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8483609971723586
['KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8538038247098777
['KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8402858185990715
['KNN', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.854578118167098
['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8317887873443429
['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8302797272986974
['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8231493367565254
['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8455110375195781
['KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8411183992579342
['KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8317053317053317
['KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8449369813897692
['KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8441585514756248
['KNN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8441585514756248
['KNN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8426863280270799
['KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8271989613761765
['KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8139610389610389
['KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8384728966124314
['KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.836054173403571
['KNN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8490813069126322
['KNN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8497768381489311
['KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8364887696283044
['KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.844535951853025
['KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8450733454938669
['KNN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8488270855559236
['KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8348395392064561
['KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8324493094328534
['KNN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8414707655213984
['KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.834538425084204
['KNN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['KNN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8366037301544034
['KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8528693528693528
['KNN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8441585514756248
['KNN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8434604217736746
['KNN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8449328449328449
['KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8442563089654079
['KNN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['KNN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8331416507429568
['KNN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['KNN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8481839445694868
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8503633581946834
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8458575300038715
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8550318922749822
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8491352906295789
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.84619341563786
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8550578316240679
['SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8580130043985466
['SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8539876113046846
['SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8585965164130539
['SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8491086296405133
['SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8550318922749822
['SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8491086296405133
['SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8468654158078522
['SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8563841573189309
['SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8512639623750736
['SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8539876113046846
['SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8568115821643528
['SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8547619047619047
['SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8478954409797262
['SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8491688272075644
['SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8507752529103757
['SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8494440278941667
['SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8448269446862978
['SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8554264157010735
['SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8491688272075644
['SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.861599502288842
['SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8552071234998064
['SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8494440278941667
['SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8494440278941667
['SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8494440278941667
['SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853949856084979
['SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8394566224143255
['SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8583469681193913
['SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8455110375195781
['SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8491086296405133
['SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8458575300038715
['SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.852332406549274
['SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8539876113046846
['SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.849078746985589
['SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.861599502288842
['SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8491086296405133
['SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8458575300038715
['SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8444915464326441
['SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.861599502288842
['CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8478954409797262
['CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8517565036976014
['CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8490813069126322
['CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8517565036976014
['CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8572009557216207
['LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8485054040609595
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF']
VotingClassifier: 0.8325977904291157
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT']
VotingClassifier: 0.8326978801281074
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM']
VotingClassifier: 0.8330443726124009
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8477122329362828
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB']
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB_RF']
VotingClassifier: 0.8388888888888889
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LR']
VotingClassifier: 0.8432539682539683
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8280919622383037
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8249386200914449
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8280919622383037
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8378306061541628
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8325977904291157
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8280919622383037
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM']
VotingClassifier: 0.8362241804513516
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8393775225982102
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'XGB_RF']
VotingClassifier: 0.830647264382204
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LR']
VotingClassifier: 0.8394566224143253
['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8284516181843888
['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8326978801281074
['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LR']
VotingClassifier: 0.8313265411135125
['DT', 'RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8362241804513516
['DT', 'RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8245656619150594
['DT', 'RF', 'ETC', 'KNN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.837883173107223
['DT', 'RF', 'ETC', 'KNN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8362241804513516
['DT', 'RF', 'ETC', 'KNN', 'XGB', 'LR']
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'ETC', 'KNN', 'XGB_RF', 'LR']
VotingClassifier: 0.8271093030129174
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8397058823529412
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8471887550200803
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8480449090205188
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8405342983656237
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.847652302178585
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8480893592004702
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM']
VotingClassifier: 0.8667872212176011
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583142092178235
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB']
VotingClassifier: 0.8667872212176011
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8471593605462413
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LR']
VotingClassifier: 0.8594944150499707
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8620061923401865
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8576076457729652
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LR']
VotingClassifier: 0.8586966915280169
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8535673737747856
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8507601835915088
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583142092178235
['DT', 'RF', 'ETC', 'SVC_LIN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8599206349206349
['DT', 'RF', 'ETC', 'SVC_LIN', 'XGB', 'LR']
VotingClassifier: 0.8667872212176011
['DT', 'RF', 'ETC', 'SVC_LIN', 'XGB_RF', 'LR']
VotingClassifier: 0.8467768782360482
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8430268918073796
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8277211409741531
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8338797063451779
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.836996336996337
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8464285714285715
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8316070972434823
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8487621371562198
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8458575300038715
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8507752529103757
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8360284701748117
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.839267967174944
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8416475425511569
['DT', 'RF', 'ETC', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8452028324459224
['DT', 'RF', 'ETC', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8437853980022654
['DT', 'RF', 'ETC', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8428804855275444
['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8531018175821533
['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8397944498444057
['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8576076457729652
['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8623886746503797
['DT', 'RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8489557226399332
['DT', 'RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8468651060300626
['DT', 'RF', 'ETC', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583142092178235
['DT', 'RF', 'ETC', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8492063492063492
['DT', 'RF', 'ETC', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8571428571428571
['DT', 'RF', 'ETC', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8503148396053349
['DT', 'RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8494440278941667
['DT', 'RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8484847343742841
['DT', 'RF', 'ETC', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8576076457729652
['DT', 'RF', 'ETC', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8494440278941667
['DT', 'RF', 'ETC', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8576076457729652
['DT', 'RF', 'ETC', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8455433455433455
['DT', 'RF', 'ETC', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8571428571428571
['DT', 'RF', 'ETC', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8539156626506023
['DT', 'RF', 'ETC', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8571428571428571
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8362220435391167
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8391566265060241
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8373596951910205
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.841005209328766
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8290598290598291
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8424066355100838
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM']
VotingClassifier: 0.8406846899794299
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8424268502581755
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB']
VotingClassifier: 0.839044253275016
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8407300086421635
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LR']
VotingClassifier: 0.8464285714285715
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8471887550200803
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8455823293172692
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LR']
VotingClassifier: 0.8594304388422035
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8487621371562198
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8471887550200803
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8480893592004702
['DT', 'RF', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'KNN', 'SVC_LIN', 'XGB', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'RF', 'KNN', 'SVC_LIN', 'XGB_RF', 'LR']
VotingClassifier: 0.847905131044666
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8293275666769643
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8362220435391167
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8456737434090648
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8290598290598291
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8409839483010214
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8297005248533497
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.841005209328766
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8387984729756881
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8325021698515674
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.841005209328766
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8231173599965841
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8325977904291157
['DT', 'RF', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'KNN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8456737434090648
['DT', 'RF', 'KNN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8338217338217339
['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8443089430894308
['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8488147712802429
['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8455823293172692
['DT', 'RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8439624506051374
['DT', 'RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8357532694882092
['DT', 'RF', 'KNN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8357532694882092
['DT', 'RF', 'KNN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8407300086421635
['DT', 'RF', 'KNN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.841005209328766
['DT', 'RF', 'KNN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8357532694882092
['DT', 'RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8410765011264569
['DT', 'RF', 'KNN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8455823293172692
['DT', 'RF', 'KNN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'KNN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'KNN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8488147712802429
['DT', 'RF', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8407300086421635
['DT', 'RF', 'KNN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8487621371562198
['DT', 'RF', 'KNN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8357532694882092
['DT', 'RF', 'KNN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8439624506051374
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8503052503052503
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846482933497659
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.853160683723441
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.842934847596632
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8480893592004702
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8499808758844903
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8501795715998769
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8486988246024391
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8513861437028938
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451285552093847
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8512138188608777
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8397793685375383
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8547619047619047
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8518399178107781
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8349439775910362
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8583142092178235
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8576076457729652
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8630952380952381
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8620061923401865
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8551587301587301
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583142092178235
['DT', 'RF', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8588522588522588
['DT', 'RF', 'SVC_LIN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8547133861725561
['DT', 'RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8491688272075644
['DT', 'RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8576076457729652
['DT', 'RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8583142092178235
['DT', 'RF', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'SVC_LIN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8586183901652777
['DT', 'RF', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8539156626506023
['DT', 'RF', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.854090354090354
['DT', 'RF', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8620061923401865
['DT', 'RF', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583142092178235
['DT', 'RF', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8535673737747856
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8426145226680702
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.863016936732499
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8481839445694868
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8443002780352179
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8497153754606329
['DT', 'RF', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8481839445694868
['DT', 'RF', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8570178148491401
['DT', 'RF', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.842934847596632
['DT', 'RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8443246340574048
['DT', 'RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8456737434090648
['DT', 'RF', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.853447545456086
['DT', 'RF', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.863016936732499
['DT', 'RF', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8405342983656237
['DT', 'RF', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8437853980022654
['DT', 'RF', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8477158764740463
['DT', 'RF', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.863016936732499
['DT', 'RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8445754787218203
['DT', 'RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8434438190535752
['DT', 'RF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8620061923401865
['DT', 'RF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.846013348148471
['DT', 'RF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8655648233961486
['DT', 'RF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8528472865822264
['DT', 'RF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.854090354090354
['DT', 'RF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.862026862026862
['DT', 'RF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8539156626506023
['DT', 'RF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8411366986935084
['DT', 'RF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8528472865822264
['DT', 'RF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8572458331494476
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8409839483010214
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8343043058309186
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.834258919997222
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8460951384118885
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8295165579361186
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8398287293966037
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM']
VotingClassifier: 0.8362681495211616
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.84731506574325
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB']
VotingClassifier: 0.8439624506051374
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8407300086421635
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LR']
VotingClassifier: 0.8517229411473052
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.841400875547217
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB']
VotingClassifier: 0.841005209328766
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8362241804513516
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LR']
VotingClassifier: 0.846734980912196
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8455110375195781
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8426829268292683
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8486221659535068
['DT', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['DT', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'LR']
VotingClassifier: 0.8423364343449747
['DT', 'ETC', 'KNN', 'SVC_LIN', 'XGB_RF', 'LR']
VotingClassifier: 0.8433274544385655
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8343516876440474
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8317053317053317
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8460951384118885
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8325977904291157
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8373596951910205
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8249386200914449
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8280940991505386
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8421474430858206
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8398375499183794
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8280919622383037
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8325977904291157
['DT', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8362241804513516
['DT', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8492871128760928
['DT', 'ETC', 'KNN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8325977904291157
['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8430268918073796
['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8381086944772581
['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8397944498444057
['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8443002780352179
['DT', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8475327199981916
['DT', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8316439657903073
['DT', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8363221332381082
['DT', 'ETC', 'KNN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8439624506051374
['DT', 'ETC', 'KNN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8394566224143255
['DT', 'ETC', 'KNN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8357532694882092
['DT', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.833491611269389
['DT', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8366389707853122
['DT', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8397944498444057
['DT', 'ETC', 'KNN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8397944498444057
['DT', 'ETC', 'KNN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8442563089654079
['DT', 'ETC', 'KNN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8362241804513516
['DT', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8407300086421635
['DT', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8394566224143255
['DT', 'ETC', 'KNN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8364672364672364
['DT', 'ETC', 'KNN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8407300086421635
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8534798534798534
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8487621371562198
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8440863019176272
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8428804855275444
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8601626016260163
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8535673737747856
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8490813069126322
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8583484026522002
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8503685628590311
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8484848484848486
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8432539682539683
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8516784909673537
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8534798534798534
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8490813069126322
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8428804855275444
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8583142092178235
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8531224872688288
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8586966915280169
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8667288200420731
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8551587301587301
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8619477911646586
['DT', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8571428571428571
['DT', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8550958684827493
['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.853949856084979
['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8494098344597903
['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8619477911646586
['DT', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.853949856084979
['DT', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'ETC', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8586966915280169
['DT', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8492063492063492
['DT', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583484026522002
['DT', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8503148396053349
['DT', 'ETC', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8571428571428571
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8482384823848239
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8380318868123746
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8572458331494476
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8588073814244318
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8458366800535475
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8429295261502139
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8537843592721641
['DT', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8385773671125604
['DT', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8473374015542691
['DT', 'ETC', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8428804855275444
['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8347994448494008
['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8531224872688288
['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.861981984599035
['DT', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8395804737268152
['DT', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8501795715998769
['DT', 'ETC', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.843358395989975
['DT', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8477105550276282
['DT', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8416475425511569
['DT', 'ETC', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8534798534798534
['DT', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8434574535074093
['DT', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8483414583914143
['DT', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8623209446380177
['DT', 'ETC', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8528472865822264
['DT', 'ETC', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'ETC', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8492063492063492
['DT', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8571428571428571
['DT', 'ETC', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8539156626506023
['DT', 'ETC', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8571428571428571
['DT', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8491688272075644
['DT', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'ETC', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8446629990167525
['DT', 'ETC', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8523618282654427
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8501795715998769
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8327599641276701
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8456737434090648
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8325977904291157
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8543328450688241
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8434496357663859
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8456737434090648
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8387984729756881
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.863615401952116
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8424817689448605
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.837883173107223
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846580907084328
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8487621371562198
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8547395351201686
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8420662480853999
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8491688272075644
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8394566224143255
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8455823293172692
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8512639623750736
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8439624506051374
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.83757452958307
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8501165154444941
['DT', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8483609971723586
['DT', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.854578118167098
['DT', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8384920634920635
['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8362241804513516
['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8458575300038715
['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8433274544385655
['DT', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8501795715998769
['DT', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8501795715998769
['DT', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8468253968253968
['DT', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8455110375195781
['DT', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451285552093847
['DT', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8464285714285715
['DT', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8451285552093847
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8378306061541628
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.841005209328766
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8452241757869331
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8501795715998769
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8362241804513516
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8393775225982102
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8409839483010214
['DT', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8487621371562198
['DT', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8456737434090648
['DT', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8405342983656237
['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8394566224143255
['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8374789090055218
['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8423364343449747
['DT', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.834538425084204
['DT', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.841005209328766
['DT', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8419730761502914
['DT', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8455110375195781
['DT', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8492871128760928
['DT', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8362220435391167
['DT', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8487621371562198
['DT', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8384098085995104
['DT', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8397944498444057
['DT', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8439624506051374
['DT', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8442563089654079
['DT', 'KNN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8439624506051374
['DT', 'KNN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8536144578313253
['DT', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8407300086421635
['DT', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.839044253275016
['DT', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8439624506051374
['DT', 'KNN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853160683723441
['DT', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8267094579056433
['DT', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8394566224143255
['DT', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8362241804513516
['DT', 'KNN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8394566224143255
['DT', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8455110375195781
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8535673737747856
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8487621371562198
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8547619047619047
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8513861437028938
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8484848484848486
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8512639623750736
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8469610363854004
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8534798534798534
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8662849105887082
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8512639623750736
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8455110375195781
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8547619047619047
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8451285552093847
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8594304388422035
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8501795715998769
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.854578118167098
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8534798534798534
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583484026522002
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8416475425511569
['DT', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.863016936732499
['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8528472865822264
['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8583142092178235
['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8583142092178235
['DT', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8576283154596407
['DT', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8666953961071607
['DT', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.854090354090354
['DT', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583484026522002
['DT', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583142092178235
['DT', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8528472865822264
['DT', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8583142092178235
['DT', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8572458331494476
['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.847826578358462
['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8572458331494476
['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8626984126984126
['DT', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.847826578358462
['DT', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.852332406549274
['DT', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.863016936732499
['DT', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8484848484848486
['DT', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8564213564213565
['DT', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846482933497659
['DT', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8614163614163614
['DT', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8550318922749822
['DT', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8536144578313253
['DT', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8535673737747856
['DT', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8586183901652777
['DT', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8486988246024391
['DT', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8496918075231328
['DT', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8491688272075644
['DT', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8622968495399395
['DT', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8523618282654427
['DT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8572458331494476
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8382784526230247
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8455628615337217
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8370881025447107
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8409839483010214
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8460402174569187
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8422112866557311
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM']
VotingClassifier: 0.8322911900767626
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8453918237050767
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB']
VotingClassifier: 0.8393775225982102
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8368448151580682
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LR']
VotingClassifier: 0.8569571668567365
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8291357110176691
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.836996336996337
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LR']
VotingClassifier: 0.8499249696647687
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8362220435391167
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8375486864501748
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8537651923925322
['RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'LR']
VotingClassifier: 0.8488270855559236
['RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB_RF', 'LR']
VotingClassifier: 0.8532349609599787
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8229859571322985
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8265993265993266
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8265993265993266
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8405291059857141
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8419921934641369
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.831313497640167
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8360284701748117
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8339787294676619
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8491871146437228
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8360123941519291
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8358779431950163
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8453460828939755
['RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8313612313612313
['RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8390525463696195
['RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8382784526230247
['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8280919622383037
['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8263498019595582
['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8231173599965841
['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8441585514756248
['RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8348608107644253
['RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8297709451412839
['RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8440080244958293
['RF', 'ETC', 'KNN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8340675141210615
['RF', 'ETC', 'KNN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8441585514756248
['RF', 'ETC', 'KNN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8434604217736746
['RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.834479883260371
['RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8231173599965841
['RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8466432669913259
['RF', 'ETC', 'KNN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8392795698114535
['RF', 'ETC', 'KNN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8371707039318662
['RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8396418396418396
['RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8429295261502139
['RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8355239138371667
['RF', 'ETC', 'KNN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8452028324459224
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.844618578795794
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.84619341563786
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8491352906295789
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8406964720641782
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.849078746985589
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8380364491475603
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8494708994708994
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.829391787588762
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8538470763963847
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.84920658242727
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8344210936957767
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8458867725213848
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8491086296405133
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8542034097589651
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8458867725213848
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8575741091949798
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8432783577718571
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.853949856084979
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8543995060203766
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8526422764227642
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8527055600226333
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8532446976891421
['RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8576283154596407
['RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8530573973611949
['RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8459606874549758
['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8446629990167525
['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.853949856084979
['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8543995060203766
['RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8400459158088832
['RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8498827941865916
['RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8543995060203766
['RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8490813069126322
['RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8615079365079366
['RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8564193008637453
['RF', 'ETC', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8348608107644253
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8363881261208969
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.844249007807114
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8396418396418396
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8375039594551789
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8406964720641782
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8444102129052903
['RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8442563089654079
['RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8567611010648987
['RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8444102129052903
['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8396392257575386
['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8360284701748117
['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8433455433455433
['RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8444915464326441
['RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8494708994708994
['RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8443103737221384
['RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8380932527273991
['RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8483222824994977
['RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.841235609730687
['RF', 'ETC', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8456737434090648
['RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.833491611269389
['RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8490813069126322
['RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8575741091949798
['RF', 'ETC', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8384098085995104
['RF', 'ETC', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8563084969978366
['RF', 'ETC', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8527055600226333
['RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8559954102122777
['RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8540069686411149
['RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8527055600226333
['RF', 'ETC', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8559954102122777
['RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8351773666365366
['RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8466402612744076
['RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8527055600226333
['RF', 'ETC', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8445754787218203
['RF', 'ETC', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8527443105756358
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8470199051594401
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.841495977948766
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8441585514756248
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8460402174569187
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8526878907712588
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8470199051594401
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8490813069126322
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8515641446675929
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8466416102305901
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8409839483010214
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8460402174569187
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8564291689196372
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8452028324459224
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8488270855559236
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8560829524996537
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8414707655213984
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8496013790131437
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8510971055088703
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8455110375195781
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8371678395317255
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8543328450688241
['RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8499095840867993
['RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8501795715998769
['RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8506992631219891
['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8449328449328449
['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8510971055088703
['RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8550318922749822
['RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8506992631219891
['RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8483609971723586
['RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8538038247098777
['RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451043474682335
['RF', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8591380816873899
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8247237856993954
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8407300086421635
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8293275666769643
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.836996336996337
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8411183992579342
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8409839483010214
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8368448151580682
['RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8405342983656237
['RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8441585514756248
['RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8334909257282294
['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8332135229462936
['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8235583346694457
['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8455628615337217
['RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8452168746286394
['RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8313827645222994
['RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8409839483010214
['RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.841495977948766
['RF', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8441585514756248
['RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8362241804513516
['RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8263498019595582
['RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8370722189541772
['RF', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.834479883260371
['RF', 'KNN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8496013790131437
['RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8481839445694868
['RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8441585514756248
['RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8437853980022654
['RF', 'KNN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8449328449328449
['RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.834479883260371
['RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8449328449328449
['RF', 'KNN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8528693528693528
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8455110375195781
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8458575300038715
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8501795715998769
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.841005209328766
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8468654158078522
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8456542779713511
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8540365528927619
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8547619047619047
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8503228120516498
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8503633581946834
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8483419754239466
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8455110375195781
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8444915464326441
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8501795715998769
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8626984126984126
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8504896689178532
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8424796747967479
['RF', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.851533949888151
['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8432783577718571
['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.853949856084979
['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8633652256083156
['RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8480780443229395
['RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8458575300038715
['RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8554264157010735
['RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8576283154596407
['RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853949856084979
['RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8459606874549758
['RF', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8582998661311914
['RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8494440278941667
['RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8491086296405133
['RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8586966915280169
['RF', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8494440278941667
['RF', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8503633581946834
['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8394566224143255
['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8437853980022654
['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.841005209328766
['RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8444915464326441
['RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8458575300038715
['RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8501795715998769
['RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8580130043985466
['RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8575741091949798
['RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.845365006144477
['RF', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8494440278941667
['RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8444915464326441
['RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8458575300038715
['RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8501795715998769
['RF', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8491086296405133
['RF', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8582998661311914
['RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8432783577718571
['RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8480780443229395
['RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8570178148491401
['RF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8517565036976014
['RF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8608794150962825
['RF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8480780443229395
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8409839483010214
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8358051162929212
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8478722923167368
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8418642944156849
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8387456986747956
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8358779431950163
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8527055600226333
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8409839483010214
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8488270855559236
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8446976891421335
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8452181838455237
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8500686305564354
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8409839483010214
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8525408263970355
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8432737376855933
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8475076038990231
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8491352906295789
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8403233185908189
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.845365006144477
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8430912634393222
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8392461197339246
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8537651923925322
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8401518160554305
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.849078746985589
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8518511617507313
['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8491352906295789
['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8390444129459013
['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8444102129052903
['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8487621371562198
['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8538038247098777
['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8511251465924808
['ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8470178399652393
['ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8444102129052903
['ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.840907249302031
['ETC', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8615171303770284
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8219696969696969
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8348608107644253
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8358779431950163
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8356115429286163
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8395916840361285
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8327599641276701
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8440080244958293
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8358779431950163
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8427662872107317
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8452181838455237
['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8446976891421335
['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8349143206854346
['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8358779431950163
['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8406970042551105
['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8528490314706912
['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8390525463696195
['ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8437210804499182
['ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8395916840361285
['ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8532034267946799
['ETC', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8427662872107317
['ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8416452562794027
['ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8458366800535475
['ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8514242958687402
['ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8380318868123746
['ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8441585514756248
['ETC', 'KNN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.84856642687968
['ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8505698435172429
['ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8514242958687402
['ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8440080244958293
['ETC', 'KNN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8514242958687402
['ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8392795698114535
['ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8441585514756248
['ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.84856642687968
['ETC', 'KNN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8441585514756248
['ETC', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8542920494140006
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8519800721874841
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8530573973611949
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8508130081300812
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.849676660787772
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.856152765231356
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8482167972674302
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.84484126984127
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8572387109413263
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8577013521457966
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.845042194092827
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8527219991075413
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8443542617521645
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.85
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.84484126984127
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8459729570840683
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8519662285339478
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8529203232683821
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8577013521457966
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8416666666666667
['ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.85
['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8473251982288126
['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8575741091949798
['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8496376012584719
['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8473251982288126
['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8530573973611949
['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8495309568480299
['ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8527930803175655
['ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8565068211586775
['ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8615079365079366
['ETC', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8575741091949798
['ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8436467388541509
['ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8482763684837803
['ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8575741091949798
['ETC', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8530573973611949
['ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8575741091949798
['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.85143994782549
['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8511569731081926
['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.846897546897547
['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8516788673682071
['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8530573973611949
['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8441585514756248
['ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8453489599831063
['ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8528490314706912
['ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8482167972674302
['ETC', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8465966429821852
['ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8516788673682071
['ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8527219991075413
['ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8491352906295789
['ETC', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8527219991075413
['ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8465966429821852
['ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8424411933448077
['ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.850473321858864
['ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.856368563685637
['ETC', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.850473321858864
['ETC', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8515875348082224
['ETC', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8424411933448077
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8423364343449747
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8455110375195781
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8463614981857722
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8501795715998769
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8409839483010214
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8460402174569187
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846580907084328
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8441585514756248
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.845365006144477
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8509573176426638
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8490813069126322
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8478380578018667
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8434496357663859
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8490813069126322
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8537498409929309
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.851030032266071
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8500429864957745
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.845365006144477
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8500429864957745
['KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8488270855559236
['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.841005209328766
['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8366897366439839
['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8510971055088703
['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.841005209328766
['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8510971055088703
['KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853160683723441
['KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8500621533754064
['KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.84856642687968
['KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8464285714285715
['KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8442563089654079
['KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8461392996016972
['KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8464285714285715
['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8316070972434823
['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8343043058309186
['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8405342983656237
['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.841005209328766
['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8331416507429568
['KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8405291059857141
['KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8441585514756248
['KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8460402174569187
['KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8441585514756248
['KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8489417172652739
['KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8490813069126322
['KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8428613186479122
['KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8488270855559236
['KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.834479883260371
['KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8414707655213984
['KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8481839445694868
['KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8487621371562198
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8491086296405133
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8536144578313253
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8503633581946834
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8491086296405133
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8580130043985466
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583954867087398
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8540365528927619
['SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8547619047619047
['SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8458575300038715
['SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8468654158078522
['SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8518399178107781
['SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8423595876170401
['SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8580130043985466
['SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8531224872688288
['SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8526951275308087
['SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8491688272075644
['SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8444915464326441
['SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8494440278941667
['SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8480780443229395
['SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8580130043985466
['SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8444915464326441
['CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8563735869054705
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT']
VotingClassifier: 0.8373596951910205
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM']
VotingClassifier: 0.8378306061541628
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8373596951910205
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB']
VotingClassifier: 0.8456737434090648
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF']
VotingClassifier: 0.8295165579361186
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LR']
VotingClassifier: 0.8429473251374929
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM']
VotingClassifier: 0.8455823293172692
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8429698708751793
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF']
VotingClassifier: 0.8407300086421635
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LR']
VotingClassifier: 0.845281124497992
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8455823293172692
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LR']
VotingClassifier: 0.8515873015873016
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8362241804513516
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8471887550200803
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8438798038924032
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB_RF', 'LR']
VotingClassifier: 0.8433274544385655
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8328538670002085
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8362220435391167
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.841005209328766
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8325977904291157
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8373596951910205
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8284516181843888
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8456737434090648
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8295424010690139
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8406970042551105
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8398375499183794
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8357532694882092
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8373596951910205
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.841005209328766
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8492871128760928
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8325977904291157
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8381086944772581
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8439624506051374
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8455823293172692
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.834538425084204
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8274917853231106
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8344798832603711
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8439624506051374
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8362241804513516
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8289615090150565
['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.834538425084204
['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8280919622383037
['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8424268502581755
['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8406846899794299
['DT', 'RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8407300086421635
['DT', 'RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8322536900850154
['DT', 'RF', 'ETC', 'KNN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.839044253275016
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8551737994775969
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8596149989038618
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8405342983656237
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8524333310559996
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8564403957292585
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8547619047619047
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8515873015873016
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8405342983656237
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.847652302178585
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8480449090205188
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8499095840867993
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8507752529103757
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8524333310559996
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8539156626506023
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8623886746503797
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8586966915280169
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8667872212176011
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8539156626506023
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583142092178235
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8667872212176011
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8667872212176011
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8550958684827493
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8576076457729652
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8539156626506023
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8586966915280169
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8620061923401865
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8667872212176011
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8539156626506023
['DT', 'RF', 'ETC', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8667872212176011
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8527443105756358
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8475327199981916
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8528472865822264
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8437853980022654
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8407300086421635
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8548975443219083
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.843703819607434
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8473374015542691
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8433274544385655
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8446629990167525
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8582998661311914
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8401518160554305
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8490813069126322
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8385464255611511
['DT', 'RF', 'ETC', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8534798534798534
['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8576076457729652
['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8586966915280169
['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8494440278941667
['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8623886746503797
['DT', 'RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8492063492063492
['DT', 'RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.862026862026862
['DT', 'RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8539156626506023
['DT', 'RF', 'ETC', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8491688272075644
['DT', 'RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8576076457729652
['DT', 'RF', 'ETC', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8531224872688288
['DT', 'RF', 'ETC', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8572458331494476
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8550318922749822
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8362220435391167
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8456737434090648
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8325977904291157
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8543328450688241
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8518399178107781
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8502337069293566
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8468253968253968
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8595918557952742
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8424817689448605
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.834258919997222
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846580907084328
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.853447545456086
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8501795715998769
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8425912137006701
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8455823293172692
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8455823293172692
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8594304388422035
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8439624506051374
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846482933497659
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8483609971723586
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.854578118167098
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8384920634920635
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8468253968253968
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8501795715998769
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8468253968253968
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8483609971723586
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8512639623750736
['DT', 'RF', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8451285552093847
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8423364343449747
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.841005209328766
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8456737434090648
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.841005209328766
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8357532694882092
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8409839483010214
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.853447545456086
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8456737434090648
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8405342983656237
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8326978801281074
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8426829268292683
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8489417172652739
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8456737434090648
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8468253968253968
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8407300086421635
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8456737434090648
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8325977904291157
['DT', 'RF', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.834538425084204
['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8488147712802429
['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8406846899794299
['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8487621371562198
['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8488147712802429
['DT', 'RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8439624506051374
['DT', 'RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8439624506051374
['DT', 'RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8389857114511831
['DT', 'RF', 'KNN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8434427998422372
['DT', 'RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'KNN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8487621371562198
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8547619047619047
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.853447545456086
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8594304388422035
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8567309531164953
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846482933497659
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8480449090205188
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.863016936732499
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8480893592004702
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8550318922749822
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8535673737747856
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8468253968253968
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8550318922749822
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8550318922749822
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8547619047619047
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8499808758844903
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846482933497659
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8539156626506023
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8583142092178235
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8666953961071607
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8586966915280169
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.854090354090354
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8667872212176011
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583142092178235
['DT', 'RF', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8535673737747856
['DT', 'RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8539156626506023
['DT', 'RF', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8572458331494476
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8487621371562198
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8486697344369466
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8662849105887082
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.853447545456086
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8662849105887082
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8469362615704079
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8614163614163614
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846482933497659
['DT', 'RF', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8662849105887082
['DT', 'RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455823293172692
['DT', 'RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8582998661311914
['DT', 'RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8535673737747856
['DT', 'RF', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8550318922749822
['DT', 'RF', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8535673737747856
['DT', 'RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8491688272075644
['DT', 'RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8528472865822264
['DT', 'RF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8666953961071607
['DT', 'RF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8572458331494476
['DT', 'RF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8572458331494476
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8362241804513516
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.837521868889575
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8443542617521645
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8362220435391167
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8451043474682335
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8347298309603645
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.841005209328766
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8309553357207862
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8466985589416489
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.844618578795794
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8373596951910205
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8434623113434387
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.853447545456086
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8538038247098777
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8351953871529968
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8443002780352179
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8475327199981916
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8394026386973786
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8515873015873016
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8486988246024391
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8471887550200803
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8504589787722318
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8451285552093847
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8468253968253968
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8348968105065667
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8445754787218203
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8433274544385655
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8490813069126322
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8423364343449747
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8468253968253968
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8455110375195781
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451285552093847
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8501165154444941
['DT', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8451285552093847
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8284516181843888
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8487621371562198
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.841005209328766
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8398375499183794
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8393775225982102
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8327599641276701
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8442563089654079
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8491352906295789
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8409839483010214
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8295424010690139
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8414439756211908
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8489417172652739
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8362241804513516
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8466416102305901
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8407300086421635
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8492871128760928
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.834258919997222
['DT', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8489417172652739
['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8381086944772581
['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8397944498444057
['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8426145226680702
['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8430268918073796
['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8475327199981916
['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8394026386973786
['DT', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8443002780352179
['DT', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853160683723441
['DT', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8380318868123746
['DT', 'ETC', 'KNN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8483609971723586
['DT', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8351773666365366
['DT', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8430268918073796
['DT', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8397944498444057
['DT', 'ETC', 'KNN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8407300086421635
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8583484026522002
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8443002780352179
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8583484026522002
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8588073814244318
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8521303258145364
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8536144578313252
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8601626016260163
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8534798534798534
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8512639623750736
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8491688272075644
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8535673737747856
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.861981984599035
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.853949856084979
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8586183901652777
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8547619047619047
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8534798534798534
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8499095840867993
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8501165154444941
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8534798534798534
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8539156626506023
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8667288200420731
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8586966915280169
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8523618282654427
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8630952380952381
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8539156626506023
['DT', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8572458331494476
['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8539156626506023
['DT', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8535673737747856
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8430268918073796
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.861981984599035
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8434574535074093
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8559954102122777
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8521303258145364
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8517359481214903
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8501165154444941
['DT', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8534798534798534
['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8494440278941667
['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8528472865822264
['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8491688272075644
['DT', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8586183901652777
['DT', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8534798534798534
['DT', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8576283154596407
['DT', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8491688272075644
['DT', 'ETC', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8571428571428571
['DT', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8518399178107781
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8407300086421635
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8559324964553724
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8501795715998769
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8327599641276701
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8419297442936302
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8578460920233072
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.854578118167098
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8461392996016972
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8471887550200803
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8559324964553724
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8580227088547788
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8594304388422035
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8455110375195781
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.858211700113933
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8388289690998318
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8591380816873899
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8519312665654128
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.853949856084979
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.846482933497659
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.853160683723441
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8433274544385655
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8499095840867993
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8483609971723586
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451285552093847
['DT', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8483609971723586
['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8499095840867993
['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.853160683723441
['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.846482933497659
['DT', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.854578118167098
['DT', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451285552093847
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.841005209328766
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8442563089654079
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8407300086421635
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8501795715998769
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8487621371562198
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8538038247098777
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8362220435391167
['DT', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8578460920233072
['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8394566224143255
['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8456737434090648
['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853447545456086
['DT', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853447545456086
['DT', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8430268918073796
['DT', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8487621371562198
['DT', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8438965739501215
['DT', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853160683723441
['DT', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8483609971723586
['DT', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8571428571428571
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8535673737747856
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8562384643779993
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.863016936732499
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8572009557216207
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8594304388422035
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583484026522002
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8594304388422035
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846482933497659
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.863016936732499
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8547619047619047
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8586183901652777
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8499808758844903
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.863016936732499
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8499808758844903
['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8528472865822264
['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8539156626506023
['DT', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8666953961071607
['DT', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8535673737747856
['DT', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8572458331494476
['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8527443105756358
['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8608794150962825
['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8535673737747856
['DT', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8662849105887082
['DT', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8534798534798534
['DT', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.863016936732499
['DT', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8338976157795739
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8368448151580682
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8441585514756248
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8334909257282294
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8419921934641369
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8338976157795739
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8384728966124314
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.845365006144477
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8358779431950163
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.841495977948766
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8452181838455237
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8358779431950163
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8488270855559236
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8426863280270799
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8322911900767626
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8414707655213984
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8499249696647687
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8393775225982102
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8419297442936302
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8619339060106909
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8441585514756248
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8532349609599787
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8357532694882092
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8351953871529968
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.849078746985589
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8417407530344759
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8481839445694868
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8393775225982102
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8472677876652327
['RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8364672364672364
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8357532694882092
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8290598290598291
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8478722923167368
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8358779431950163
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8358779431950163
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8408018433858228
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8342715174922052
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8390525463696195
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8381420885189271
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8373596951910205
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8375050297909062
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.837521868889575
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8416648710766358
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8405291059857141
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8358779431950163
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8368448151580682
['RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8437210804499182
['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8389857114511831
['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8437853980022654
['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8396291840278757
['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8389857114511831
['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8452028324459224
['RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8389857114511831
['RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8393775225982102
['RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8402858185990715
['RF', 'ETC', 'KNN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8452028324459224
['RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8389857114511831
['RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8474096511122665
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8348608107644253
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8458575300038715
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8458061002178651
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8457086400404389
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.837521868889575
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8493680188124632
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8491086296405133
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8531746031746031
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8406964720641782
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8491086296405133
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8483222824994977
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8491086296405133
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8459729570840683
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8471308375874457
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8494708994708994
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8448956319103574
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.841235609730687
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8505260640841703
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8478954409797262
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.853949856084979
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8543995060203766
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8446629990167525
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8530573973611949
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8543995060203766
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8490813069126322
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8644860985646893
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8527055600226333
['RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8446629990167525
['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8446898705934851
['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8575741091949798
['RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8458575300038715
['RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853949856084979
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8396392257575386
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8437853980022654
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8433455433455433
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8444915464326441
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8494708994708994
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8452028324459224
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8430699918813533
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8483222824994977
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8406964720641782
['RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.849244012802119
['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8396392257575386
['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8494708994708994
['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8441585514756248
['RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8491086296405133
['RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.85143994782549
['RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8384098085995104
['RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8551029514884937
['RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8490813069126322
['RF', 'ETC', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8514895820214656
['RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.852332406549274
['RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8397944498444057
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.838855421686747
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8428804855275444
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8466985589416489
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8409839483010214
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8511251465924808
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8511251465924808
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8405342983656237
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8488270855559236
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8509573176426638
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8489012846517917
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8538038247098777
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8550318922749822
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8521089831281349
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8456351110917192
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8488270855559236
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8511251465924808
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8497627959662143
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8461392996016972
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8461392996016972
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8506992631219891
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853160683723441
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8500621533754064
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451043474682335
['RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.854578118167098
['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8536144578313253
['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8461392996016972
['RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.854578118167098
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.841005209328766
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8293275666769643
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8406964720641782
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8407300086421635
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.836996336996337
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8405291059857141
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8441585514756248
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.841495977948766
['RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8405342983656237
['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8501795715998769
['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8428613186479122
['RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8441585514756248
['RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8392795698114535
['RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8461392996016972
['RF', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8449328449328449
['RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8487621371562198
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8503633581946834
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8501795715998769
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8455110375195781
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8491086296405133
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8468654158078522
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8501795715998769
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8580130043985466
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583954867087398
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8493680188124632
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8550318922749822
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8491086296405133
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8468654158078522
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8469875971356725
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8458575300038715
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8550318922749822
['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8494440278941667
['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8526951275308087
['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8586966915280169
['RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8572009557216207
['RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853949856084979
['RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8444915464326441
['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8458575300038715
['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8452028324459224
['RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8458575300038715
['RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8572009557216207
['RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8491086296405133
['RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8608794150962825
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.841235609730687
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8491352906295789
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8451043474682335
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.849078746985589
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8446976891421335
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8368448151580682
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8452181838455237
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8390525463696195
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.849078746985589
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8464085339238377
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8528490314706912
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8419297442936302
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8493488519328313
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8538038247098777
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8499249696647687
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8358779431950163
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.849078746985589
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8452181838455237
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.849078746985589
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8477105550276282
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8401518160554305
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8488265533649914
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8440863019176272
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8491352906295789
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8497728815485323
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8470178399652393
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8440455244875767
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8553827179138666
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8488265533649914
['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8389857114511831
['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8491352906295789
['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.846580907084328
['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8491352906295789
['ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8440455244875767
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8478722923167368
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8322536900850154
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.841235609730687
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8357532694882092
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8441585514756248
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8406964720641782
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8390525463696195
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8427662872107317
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8486591872865271
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8390525463696195
['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8437853980022654
['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8478722923167368
['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.837521868889575
['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8441585514756248
['ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8395916840361285
['ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.842831573363457
['ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8477105550276282
['ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8429295261502139
['ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8441585514756248
['ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8505698435172429
['ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8474096511122665
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8572387109413263
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8479245311452187
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.861287850036092
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8563084969978366
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8494708994708994
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8519662285339478
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.856152765231356
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8577013521457966
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.845042194092827
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8577013521457966
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8494708994708994
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8494708994708994
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8508130081300812
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8462962962962962
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8529203232683821
['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8519548278584423
['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8482763684837803
['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8575741091949798
['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8575741091949798
['ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8575741091949798
['ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8527930803175655
['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8516788673682071
['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8599869563724986
['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8509616546642701
['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8563084969978366
['ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.856100131107333
['ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8563084969978366
['ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8515875348082224
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8455110375195781
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8432539682539683
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8547306874557051
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8510971055088703
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.84856642687968
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8406964720641782
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8511251465924808
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8451043474682335
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.854578118167098
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451043474682335
['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8580130043985466
['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8414707655213984
['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8547619047619047
['KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8464285714285715
['KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8547619047619047
['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8442563089654079
['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8414707655213984
['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.84856642687968
['KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853160683723441
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8572009557216207
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8458575300038715
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8580130043985466
['SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8536144578313253
['SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8526951275308087
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM']
VotingClassifier: 0.8410765011264569
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8409839483010214
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF']
VotingClassifier: 0.8362220435391167
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR']
VotingClassifier: 0.8451043474682335
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8426829268292683
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB']
VotingClassifier: 0.8456737434090648
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8471887550200803
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8414439756211908
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.834258919997222
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8371678395317255
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8489417172652739
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR']
VotingClassifier: 0.8491352906295789
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR']
VotingClassifier: 0.8351953871529968
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8491688272075644
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8487621371562198
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8406846899794299
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8547619047619047
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8483609971723586
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8424268502581755
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8421256454388985
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8499095840867993
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8384920634920635
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8362241804513516
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8455823293172692
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8433274544385655
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8468253968253968
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8407300086421635
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451285552093847
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846482933497659
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8280919622383037
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8362241804513516
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8405342983656237
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.841005209328766
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.844618578795794
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8342715174922052
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8362220435391167
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8491352906295789
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8441585514756248
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8362241804513516
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.833068701392258
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8489417172652739
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8456737434090648
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8362241804513516
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.844618578795794
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8373596951910205
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.841005209328766
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8430268918073796
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8397944498444057
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8455823293172692
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8430268918073796
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8439624506051374
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8488147712802429
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8439624506051374
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853160683723441
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8257496250443651
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8483609971723586
['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8362241804513516
['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8455823293172692
['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8487621371562198
['DT', 'RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8407300086421635
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8490813069126322
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8515873015873016
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8534798534798534
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8512003880796123
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8564403957292585
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8528068137824235
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8455823293172692
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8515873015873016
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8547619047619047
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.847652302178585
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8539156626506023
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8586966915280169
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8586966915280169
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8667872212176011
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8630952380952381
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8539156626506023
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8667872212176011
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8539156626506023
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8620061923401865
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.852332406549274
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8576283154596407
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8490813069126322
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8618863640214869
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8484848484848486
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8567309531164953
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8468654158078522
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.861599502288842
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8576283154596407
['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8539156626506023
['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.862026862026862
['DT', 'RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8550318922749822
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8407300086421635
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8594304388422035
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8501795715998769
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8373596951910205
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8371678395317255
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.854578118167098
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.854578118167098
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8414707655213984
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8502337069293566
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8471887550200803
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8547619047619047
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8580227088547788
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8501795715998769
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8594304388422035
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8487621371562198
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8499095840867993
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8382961623467953
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8591380816873899
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8439624506051374
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8455823293172692
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.846482933497659
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8578460920233072
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8550318922749822
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8499808758844903
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8483609971723586
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451285552093847
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8480449090205188
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853160683723441
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8451285552093847
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8536144578313253
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8499808758844903
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8594304388422035
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451285552093847
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8455823293172692
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8407300086421635
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8489417172652739
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8407300086421635
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8501795715998769
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8439624506051374
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8456737434090648
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8325977904291157
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.854578118167098
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8456737434090648
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8550318922749822
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853447545456086
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853447545456086
['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8439624506051374
['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.853447545456086
['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8438965739501215
['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853160683723441
['DT', 'RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8483609971723586
['DT', 'RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853160683723441
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.853447545456086
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8499808758844903
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8515873015873016
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8594304388422035
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8586183901652777
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8562384643779993
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.861599502288842
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846482933497659
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.863016936732499
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8547619047619047
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8550318922749822
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8499808758844903
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8594304388422035
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8539156626506023
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8572458331494476
['DT', 'RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8626984126984126
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8618863640214869
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8662849105887082
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.861599502288842
['DT', 'RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8594304388422035
['DT', 'RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8423364343449747
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8455110375195781
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8499095840867993
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8559324964553724
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8567942656702762
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.837521868889575
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8371678395317255
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.853160683723441
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8538038247098777
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8417288200420732
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8439624506051374
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8423364343449747
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8480893592004702
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8580227088547788
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8480893592004702
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846734980912196
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8491352906295789
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8388289690998318
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8475327199981916
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8535673737747856
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8468253968253968
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8534798534798534
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8490813069126322
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8515873015873016
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8486988246024391
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853160683723441
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8536144578313252
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8486988246024391
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8490813069126322
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8499808758844903
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451285552093847
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8442563089654079
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8362241804513516
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8443542617521645
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8442563089654079
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8407300086421635
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8407300086421635
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8491352906295789
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8327599641276701
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853160683723441
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8394566224143255
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8487621371562198
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853447545456086
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8567942656702762
['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8426145226680702
['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8475327199981916
['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8486988246024391
['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8519312665654128
['DT', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8483609971723586
['DT', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8486988246024391
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8479632816982215
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8583484026522002
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8622968495399395
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8571428571428571
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8547619047619047
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8548975443219083
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8547619047619047
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8547619047619047
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8586966915280169
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583484026522002
['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8560797285452001
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8622968495399395
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8571428571428571
['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8487621371562198
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8536144578313253
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8559324964553724
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8578460920233072
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8559324964553724
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853160683723441
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.858211700113933
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.84856642687968
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.854578118167098
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8578460920233072
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.852740521991168
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.854578118167098
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8578460920233072
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8486988246024391
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.853160683723441
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.846482933497659
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8578460920233072
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451285552093847
['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8439624506051374
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8487621371562198
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8578460920233072
['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853447545456086
['DT', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8567309531164953
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8666953961071607
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8547619047619047
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.863016936732499
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8547619047619047
['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.863016936732499
['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8666953961071607
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.837521868889575
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8417407530344759
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.849078746985589
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8358779431950163
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8368448151580682
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846580907084328
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.8390525463696195
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8406964720641782
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8509573176426638
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.837521868889575
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8458867725213848
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8463007165547678
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8311160384331115
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8406964720641782
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.846580907084328
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8437210804499182
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8370722189541772
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8440455244875767
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8370722189541772
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8481839445694868
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8359154431867637
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8535431660336342
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8449328449328449
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8439624506051374
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8338976157795739
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.84856642687968
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8409839483010214
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.837521868889575
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8357532694882092
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8417407530344759
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8358779431950163
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8390525463696195
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8368448151580682
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8390525463696195
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8437853980022654
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8441585514756248
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8421730316802726
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8390525463696195
['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8389857114511831
['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8370722189541772
['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8518175265163217
['RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8437853980022654
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8458575300038715
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8373596951910205
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8478722923167368
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8491086296405133
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8459729570840683
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8417407530344759
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8572387109413263
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8483935742971888
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.837521868889575
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8550318922749822
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8410765011264569
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8459729570840683
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8373596951910205
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8423595876170401
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8539876113046846
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8528472865822264
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8515088104467542
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8446629990167525
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8490813069126322
['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.847826578358462
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8494708994708994
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8526951275308087
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8523863902662208
['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8491086296405133
['RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8466898954703832
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8382961623467953
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8547306874557051
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8556570690291622
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.84856642687968
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8406964720641782
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8511251465924808
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8449328449328449
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8556570690291622
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8532349609599787
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8580130043985466
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8461392996016972
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8510971055088703
['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8414707655213984
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8434604217736746
['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8487621371562198
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8491086296405133
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8458575300038715
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8501795715998769
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8458575300038715
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8550318922749822
['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.845610687253682
['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8526951275308087
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8528490314706912
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8419297442936302
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8444102129052903
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8491352906295789
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8488265533649914
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8402858185990715
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8444102129052903
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.840567021054826
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8406964720641782
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8528490314706912
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8488265533649914
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8491352906295789
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8400194183326715
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8425377150031866
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8539876113046846
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.84856642687968
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8403233185908189
['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8491352906295789
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8437853980022654
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8478722923167368
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8488265533649914
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8405342983656237
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8390525463696195
['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8405342983656237
['ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8473374015542691
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8526951275308087
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8530573973611949
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8495309568480299
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8494708994708994
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.856152765231356
['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8494708994708994
['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8527930803175655
['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8599869563724986
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8464285714285715
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451043474682335
['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8547619047619047
['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8536144578313253
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF']
VotingClassifier: 0.8471887550200803
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB']
VotingClassifier: 0.8501795715998769
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF']
VotingClassifier: 0.8499808758844903
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR']
VotingClassifier: 0.8510971055088703
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8491352906295789
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.837521868889575
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8419297442936302
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF']
VotingClassifier: 0.853160683723441
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR']
VotingClassifier: 0.8491352906295789
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR']
VotingClassifier: 0.8417288200420732
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8487621371562198
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8471887550200803
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8512639623750736
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8487621371562198
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8501795715998769
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8515873015873016
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8499095840867993
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8491352906295789
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8340866070387283
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.852332406549274
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8535673737747856
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8480893592004702
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8534798534798534
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8480893592004702
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451285552093847
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853160683723441
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451285552093847
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853160683723441
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8451285552093847
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.846482933497659
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8547619047619047
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451285552093847
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.834538425084204
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8407300086421635
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8489417172652739
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8451285552093847
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8487621371562198
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8491352906295789
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8311160384331115
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8451285552093847
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8442563089654079
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8501795715998769
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853447545456086
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853160683723441
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8426145226680702
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.852332406549274
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8486988246024391
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8439624506051374
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8483609971723586
['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8407300086421635
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8551737994775969
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8618863640214869
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8547619047619047
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8515828703898055
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8547619047619047
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8586966915280169
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8630952380952381
['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8608794150962825
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8572009557216207
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8559324964553724
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.853447545456086
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8550318922749822
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8594304388422035
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853160683723441
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.854578118167098
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8416475425511569
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.854578118167098
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8578460920233072
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8550318922749822
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8547619047619047
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8550318922749822
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8499095840867993
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8532133178474641
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8626984126984126
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.846482933497659
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8626984126984126
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8483609971723586
['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8499808758844903
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8489417172652739
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8578460920233072
['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853447545456086
['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8580130043985466
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8662849105887082
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8547619047619047
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.863016936732499
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8547619047619047
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.863016936732499
['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8662849105887082
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8439624506051374
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8547619047619047
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8512639623750736
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.853447545456086
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8512639623750736
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8578460920233072
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8535431660336342
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.840629918943172
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8501795715998769
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8433274544385655
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8501795715998769
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8535431660336342
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8534798534798534
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8567309531164953
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8535673737747856
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8534798534798534
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451285552093847
['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8534798534798534
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8394566224143255
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8487621371562198
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.853160683723441
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8487621371562198
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8567942656702762
['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853447545456086
['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8567309531164953
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8547619047619047
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.853160683723441
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8512639623750736
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.854578118167098
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8578460920233072
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8578460920233072
['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.863016936732499
['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853160683723441
['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8666953961071607
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8503633581946834
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8419297442936302
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8406964720641782
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8461392996016972
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8386793928962604
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8356115429286163
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8419297442936302
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.840280077008915
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8539876113046846
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8497728815485323
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.840280077008915
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8439624506051374
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8370722189541772
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451043474682335
['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8441585514756248
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8497728815485323
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8390525463696195
['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8405342983656237
['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8487621371562198
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8443089430894308
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8494708994708994
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8373596951910205
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8458575300038715
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8539876113046846
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8458575300038715
['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8491688272075644
['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.847826578358462
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8510971055088703
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8451043474682335
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8547619047619047
['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8536144578313253
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8493680188124632
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8488265533649914
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8400194183326715
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8499095840867993
['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8405342983656237
['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8608252088316216
['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8512639623750736
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF']
VotingClassifier: 0.8499808758844903
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR']
VotingClassifier: 0.8512639623750736
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF']
VotingClassifier: 0.8487621371562198
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR']
VotingClassifier: 0.8501795715998769
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR']
VotingClassifier: 0.8512639623750736
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853160683723441
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8535431660336342
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8403233185908189
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8487621371562198
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8501795715998769
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8433274544385655
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8501795715998769
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853160683723441
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8534798534798534
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8572009557216207
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8499808758844903
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8580130043985466
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8499095840867993
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8547619047619047
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8394566224143255
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8501795715998769
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8487621371562198
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.853160683723441
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8487621371562198
['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8567309531164953
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.853949856084979
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8547619047619047
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8576283154596407
['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8626984126984126
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8550318922749822
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8512639623750736
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8594304388422035
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.854578118167098
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8626984126984126
['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8580130043985466
['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8578460920233072
['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.863016936732499
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.853160683723441
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8480893592004702
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.854578118167098
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8567942656702762
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8499095840867993
['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8534798534798534
['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8578460920233072
['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8626984126984126
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8497728815485323
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8446879524129702
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8499095840867993
['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8491086296405133
['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8503633581946834
['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8468654158078522
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF']
VotingClassifier: 0.853160683723441
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR']
VotingClassifier: 0.8550318922749822
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR']
VotingClassifier: 0.8512639623750736
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8550318922749822
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
VotingClassifier: 0.8499095840867993
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8580130043985466
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8583484026522002
['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.853447545456086
['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.862026862026862
['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8626984126984126
['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8578460920233072
['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8455110375195781
['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR']
VotingClassifier: 0.8580130043985466
In [ ]:
ensembles_f1_df = pd.DataFrame(features_comb_res, columns=["Classifiers_combination", "f1_score"])
In [ ]:
ensembles_f1_df.to_csv("../data/ensembles_f1.tsv", sep="\t")
In [ ]:
ensembles_f1_df.sort_values(by="f1_score").tail(10)
Out[ ]:
Classifiers_combination f1_score
2585 [DT, RF, ETC, SVC_LIN, LGBM_RF, XGB, LR] 0.866787
2587 [DT, RF, ETC, SVC_LIN, XGB, XGB_RF, LR] 0.866787
1609 [DT, RF, ETC, SVC_LIN, CAT, XGB] 0.866787
3388 [DT, RF, ETC, SVC_LIN, CAT, XGB, XGB_RF, LR] 0.866787
3385 [DT, RF, ETC, SVC_LIN, CAT, LGBM_RF, XGB, XGB_RF] 0.866787
640 [ETC, CAT, LGBM_RF, XGB_RF] 0.868773
1397 [ETC, SVC_LIN, CAT, LGBM_RF, XGB_RF] 0.868773
606 [ETC, SVC_LIN, CAT, LGBM_RF] 0.868773
55 [CAT, LR] 0.869454
968 [DT, ETC, CAT, LGBM, LR] 0.870421

Deletewhats next

In [ ]:
dt = DecisionTreeClassifier(random_state=SEED, max_depth=10, min_samples_leaf=10)
rf = RandomForestClassifier(n_estimators=50, random_state=SEED)
etc = ExtraTreesClassifier(random_state=SEED)
knn = KNeighborsClassifier(n_neighbors=5, weights="distance")
svc_lin = SVC(kernel='linear', probability=True, random_state=SEED)
svc_rbf = SVC(kernel='rbf', probability=True, random_state=SEED)
cat = catboost.CatBoostClassifier(verbose=0, random_seed=SEED)
lgbm = lightgbm.LGBMClassifier(random_state=SEED)
lgbm_rf = lightgbm.LGBMClassifier(boosting_type="rf", bagging_freq=1, bagging_fraction=0.7, random_state=SEED)
xgb = xgboost.XGBClassifier(random_state=SEED)
xgb_rf = xgboost.XGBRFClassifier(random_state=SEED)
lr = LogisticRegression(solver='liblinear', max_iter=10000)
nb = GaussianNB()
In [ ]:
base_models = [("DT", dt), ("RF", rf), 
               ("ETC", etc), ("KNN", knn), 
               ("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf), 
               ("CAT", cat), ("LGBM", lgbm), 
               ("LGBM_RF", lgbm_rf), ("XGB", xgb), 
               ("XGB_RF", xgb_rf), ("LR", lr), ("NB", nb)]
In [ ]:
base_models = [("DT", dt), ("RF", rf),
               ("ETC", etc), 
               ("CAT", cat), ("LGBM", lgbm), 
               ("LR", lr)]
In [ ]:
voting_soft = VotingClassifier(estimators=base_models, voting='hard')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.8468724988135965
Out[ ]:
classifier_1 classifier_2 corr_score
7 <method-wrapper '__str__' of RandomForestClass... <method-wrapper '__str__' of LGBMClassifier ob... 0.914687
5 <method-wrapper '__str__' of RandomForestClass... <method-wrapper '__str__' of ExtraTreesClassif... 0.921565
6 <method-wrapper '__str__' of RandomForestClass... <method-wrapper '__str__' of CatBoostClassifie... 0.945070
9 <method-wrapper '__str__' of ExtraTreesClassif... <method-wrapper '__str__' of CatBoostClassifie... 0.952720
12 <method-wrapper '__str__' of CatBoostClassifie... <method-wrapper '__str__' of LGBMClassifier ob... 0.955278

Задание 4. Определение оттока клиентов из телекома¶

6 баллов + 7 дополнительных за высокое качество модели и различные эксперименты

Будем предсказывать, уйдет ли от нас клиент (переменная Churn?). Данные можно скачать здесь. Это будет уже совсем взрослое задание, так как правильного ответа на него нет. Вам нужно будет разобраться с данными, правильно подготовить их для моделей, а также выбрать лучшую модель.

Задача минимум:

Выберите 2 модели — один случайный лес и один бустинг из приведенных ниже:

  1. xgboost.XGBClassifier
  2. xgboost.XGBRFClassifier — случайный лес от xgboost
  3. lightgbm.LGBMClassifier
  4. lightgbm.LGBMClassifier(boosting_type="rf") — случайный лес от lightgbm
  5. catboost.CatBoostClassifier

И попробуйте разобраться с тем, как для этих моделей правильно настраивать гиперпараметры. Советую гуглить примерно следующее how to choose best hyperparameters for lightgbm. Там вы найдете кучу сложного и непонятного кода, но если с ним разобраться и научиться обучать нестандартные бустинги, то в плане табличных данных равных вам не будет)

In [ ]:
data = pd.read_csv("../data/churn.csv")
print(data.shape)
data.head()
(3333, 21)
Out[ ]:
State Account Length Area Code Phone Int'l Plan VMail Plan VMail Message Day Mins Day Calls Day Charge ... Eve Calls Eve Charge Night Mins Night Calls Night Charge Intl Mins Intl Calls Intl Charge CustServ Calls Churn?
0 KS 128 415 382-4657 no yes 25 265.1 110 45.07 ... 99 16.78 244.7 91 11.01 10.0 3 2.70 1 False.
1 OH 107 415 371-7191 no yes 26 161.6 123 27.47 ... 103 16.62 254.4 103 11.45 13.7 3 3.70 1 False.
2 NJ 137 415 358-1921 no no 0 243.4 114 41.38 ... 110 10.30 162.6 104 7.32 12.2 5 3.29 0 False.
3 OH 84 408 375-9999 yes no 0 299.4 71 50.90 ... 88 5.26 196.9 89 8.86 6.6 7 1.78 2 False.
4 OK 75 415 330-6626 yes no 0 166.7 113 28.34 ... 122 12.61 186.9 121 8.41 10.1 3 2.73 3 False.

5 rows × 21 columns

In [ ]:
data.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 3333 entries, 0 to 3332
Data columns (total 21 columns):
 #   Column          Non-Null Count  Dtype  
---  ------          --------------  -----  
 0   State           3333 non-null   object 
 1   Account Length  3333 non-null   int64  
 2   Area Code       3333 non-null   int64  
 3   Phone           3333 non-null   object 
 4   Int'l Plan      3333 non-null   object 
 5   VMail Plan      3333 non-null   object 
 6   VMail Message   3333 non-null   int64  
 7   Day Mins        3333 non-null   float64
 8   Day Calls       3333 non-null   int64  
 9   Day Charge      3333 non-null   float64
 10  Eve Mins        3333 non-null   float64
 11  Eve Calls       3333 non-null   int64  
 12  Eve Charge      3333 non-null   float64
 13  Night Mins      3333 non-null   float64
 14  Night Calls     3333 non-null   int64  
 15  Night Charge    3333 non-null   float64
 16  Intl Mins       3333 non-null   float64
 17  Intl Calls      3333 non-null   int64  
 18  Intl Charge     3333 non-null   float64
 19  CustServ Calls  3333 non-null   int64  
 20  Churn?          3333 non-null   object 
dtypes: float64(8), int64(8), object(5)
memory usage: 546.9+ KB
In [ ]:
data.describe()
Out[ ]:
Account Length Area Code VMail Message Day Mins Day Calls Day Charge Eve Mins Eve Calls Eve Charge Night Mins Night Calls Night Charge Intl Mins Intl Calls Intl Charge CustServ Calls
count 3333.000000 3333.000000 3333.000000 3333.000000 3333.000000 3333.000000 3333.000000 3333.000000 3333.000000 3333.000000 3333.000000 3333.000000 3333.000000 3333.000000 3333.000000 3333.000000
mean 101.064806 437.182418 8.099010 179.775098 100.435644 30.562307 200.980348 100.114311 17.083540 200.872037 100.107711 9.039325 10.237294 4.479448 2.764581 1.562856
std 39.822106 42.371290 13.688365 54.467389 20.069084 9.259435 50.713844 19.922625 4.310668 50.573847 19.568609 2.275873 2.791840 2.461214 0.753773 1.315491
min 1.000000 408.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 23.200000 33.000000 1.040000 0.000000 0.000000 0.000000 0.000000
25% 74.000000 408.000000 0.000000 143.700000 87.000000 24.430000 166.600000 87.000000 14.160000 167.000000 87.000000 7.520000 8.500000 3.000000 2.300000 1.000000
50% 101.000000 415.000000 0.000000 179.400000 101.000000 30.500000 201.400000 100.000000 17.120000 201.200000 100.000000 9.050000 10.300000 4.000000 2.780000 1.000000
75% 127.000000 510.000000 20.000000 216.400000 114.000000 36.790000 235.300000 114.000000 20.000000 235.300000 113.000000 10.590000 12.100000 6.000000 3.270000 2.000000
max 243.000000 510.000000 51.000000 350.800000 165.000000 59.640000 363.700000 170.000000 30.910000 395.000000 175.000000 17.770000 20.000000 20.000000 5.400000 9.000000

Need to fix some of the values in the dataset

In [ ]:
data.replace({"True.": 1, "False.": 0, "yes": 1, "no": 0}, inplace=True)
In [ ]:
data = data.drop(["State", "Phone"], axis=1)\
    .rename(columns={"Churn?": "Churn"}) # drop non-numerical and non-informative features
In [ ]:
data
Out[ ]:
Account Length Area Code Int'l Plan VMail Plan VMail Message Day Mins Day Calls Day Charge Eve Mins Eve Calls Eve Charge Night Mins Night Calls Night Charge Intl Mins Intl Calls Intl Charge CustServ Calls Churn
0 128 415 0 1 25 265.1 110 45.07 197.4 99 16.78 244.7 91 11.01 10.0 3 2.70 1 0
1 107 415 0 1 26 161.6 123 27.47 195.5 103 16.62 254.4 103 11.45 13.7 3 3.70 1 0
2 137 415 0 0 0 243.4 114 41.38 121.2 110 10.30 162.6 104 7.32 12.2 5 3.29 0 0
3 84 408 1 0 0 299.4 71 50.90 61.9 88 5.26 196.9 89 8.86 6.6 7 1.78 2 0
4 75 415 1 0 0 166.7 113 28.34 148.3 122 12.61 186.9 121 8.41 10.1 3 2.73 3 0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
3328 192 415 0 1 36 156.2 77 26.55 215.5 126 18.32 279.1 83 12.56 9.9 6 2.67 2 0
3329 68 415 0 0 0 231.1 57 39.29 153.4 55 13.04 191.3 123 8.61 9.6 4 2.59 3 0
3330 28 510 0 0 0 180.8 109 30.74 288.8 58 24.55 191.9 91 8.64 14.1 6 3.81 2 0
3331 184 510 1 0 0 213.8 105 36.35 159.6 84 13.57 139.2 137 6.26 5.0 10 1.35 2 0
3332 74 415 0 1 25 234.4 113 39.85 265.9 82 22.60 241.4 77 10.86 13.7 4 3.70 0 0

3333 rows × 19 columns

In [ ]:
sns.heatmap(data.corr(), linewidths=1, annot=True, fmt=".2f", cmap=sns.color_palette("blend:powderblue,indigo", as_cmap=True))
;
Out[ ]:
''
In [ ]:
data.columns
Out[ ]:
Index(['Account Length', 'Area Code', 'Int'l Plan', 'VMail Plan',
       'VMail Message', 'Day Mins', 'Day Calls', 'Day Charge', 'Eve Mins',
       'Eve Calls', 'Eve Charge', 'Night Mins', 'Night Calls', 'Night Charge',
       'Intl Mins', 'Intl Calls', 'Intl Charge', 'CustServ Calls', 'Churn'],
      dtype='object')
In [ ]:
data = data.drop(["VMail Plan", "Day Mins", "Eve Mins", "Night Mins", "Intl Mins"], axis=1)
In [ ]:
data.Churn.value_counts() 
Out[ ]:
0    2850
1     483
Name: Churn, dtype: int64

need to fix class disbalance => resampling after train\test split

In [ ]:
X, y = data.drop("Churn", axis = 1), data.Churn
test_proportion = 0.25
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=test_proportion, random_state=SEED)
train = pd.concat([X_train, y_train], axis=1)
train_res = pd.concat([resample(train[train.Churn == True], 
         random_state=SEED, 
         n_samples=train.Churn.value_counts()[0], 
         replace=True), train[train.Churn == False]], axis=0)
X_train, y_train = train_res.drop("Churn", axis = 1), train_res.Churn
In [ ]:
train_res.Churn.value_counts()
Out[ ]:
1    2133
0    2133
Name: Churn, dtype: int64
In [ ]:
norm = StandardScaler()
norm.fit(X_train)
X_train, X_test = norm.transform(X_train), norm.transform(X_test)

RandomForest LGBMClassifier

In [ ]:
mdl = lightgbm.LGBMClassifier(boosting_type="rf", n_estimators=10,
                         bagging_freq=1, bagging_fraction=0.9, random_state=SEED)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy_score(y_test, y_pred)
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
Out[ ]:
0.9124700239808153
In [ ]:
mdl = lightgbm.LGBMClassifier(boosting_type="rf", n_estimators=30,
                         bagging_freq=1, bagging_fraction=0.9, random_state=SEED)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy_score(y_test, y_pred)
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
Out[ ]:
0.9232613908872902
In [ ]:
mdl = lightgbm.LGBMClassifier(boosting_type="rf", 
                         n_estimators=10,
                         bagging_freq=5, 
                         bagging_fraction=0.9, 
                         random_state=SEED)
mdl.fit(X_train, y_train)
params = [{
    'n_estimators': np.arange(5, 50, 5),
    'bagging_freq': np.arange(5, 50, 5),
    'bagging_fraction': np.arange(0, 1, 0.1)
    }]
gs_mdl = GridSearchCV(mdl, 
                      param_grid=params, 
                      scoring='accuracy', 
                      cv=5)
gs_mdl.fit(X_train, y_train)
y_pred = gs_mdl.predict(X_test)
print(accuracy_score(y_test, y_pred))
gs_mdl.best_params_
[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .

[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10
0.9232613908872902
Out[ ]:
{'bagging_fraction': 0.9, 'bagging_freq': 10, 'n_estimators': 45}
In [ ]:
mdl = lightgbm.LGBMClassifier(boosting_type="rf", n_estimators=10,
                         bagging_freq=5, bagging_fraction=0.9, random_state=SEED)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy_score(y_test, y_pred)
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
Out[ ]:
0.9256594724220624
In [ ]:
best_mdl = lightgbm.LGBMClassifier(boosting_type="rf", n_estimators=10,
                         bagging_freq=5, bagging_fraction=0.9, random_state=SEED)
best_mdl.fit(X_train, y_train)
y_pred_train = best_mdl.predict(X_train)
y_pred_test = best_mdl.predict(X_test)
accuracy_score(y_test, y_pred)
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9
[LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
Out[ ]:
0.9436450839328537
In [ ]:
fig, ax = plt.subplots(1, 2, figsize=(14, 5))
ax[0].set_title("train", size=14, weight='bold')
ax[1].set_title("test", size=14, weight='bold')

cm_train = confusion_matrix(y_train, y_pred_train, labels=best_mdl.classes_)
disp = ConfusionMatrixDisplay(confusion_matrix=cm_train,
                              display_labels=best_mdl.classes_)
disp.plot(ax=ax[0], cmap=sns.color_palette("blend:powderblue,indigo", as_cmap=True))

cm_test = confusion_matrix(y_test, y_pred_test, labels=best_mdl.classes_)
disp = ConfusionMatrixDisplay(confusion_matrix=cm_test,
                              display_labels=best_mdl.classes_)
disp.plot(ax=ax[1], cmap=sns.color_palette("blend:powderblue,indigo", as_cmap=True))
;
Out[ ]:
''
In [ ]:
fig, ax = plt.subplots(1, 2, figsize=(14, 5))
ax[0].set_title("train", size=14, weight='bold')
ax[1].set_title("test", size=14, weight='bold')

RocCurveDisplay.from_estimator(best_mdl, X_train, y_train, ax=ax[0], color='indigo')
ax[0].plot([0, 1], linestyle='--', color='slategray', linewidth=0.7)

RocCurveDisplay.from_estimator(best_mdl, X_test, y_test, ax=ax[1], color='indigo')
ax[1].plot([0, 1], linestyle='--', color='slategray', linewidth=0.7)
;
Out[ ]:
''

XGBRFClassifier

In [ ]:
mdl = xgboost.XGBRFClassifier(n_estimators=100, random_state=SEED)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy_score(y_test, y_pred)
Out[ ]:
0.9304556354916067
In [ ]:
mdl = xgboost.XGBRFClassifier(n_estimators=100, max_depth=20, random_state=SEED)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy_score(y_test, y_pred)
Out[ ]:
0.9424460431654677
In [ ]:
mdl = XGBRFClassifier(random_state=SEED)
mdl.fit(X_train, y_train)
params = [{
    'max_depth': np.arange(1, 30, 5),
    'n_estimators': np.arange(50, 500, 10),
    }]
gs_mdl = GridSearchCV(mdl, 
                      param_grid=params, 
                      scoring='accuracy', 
                      cv=5)
gs_mdl.fit(X_train, y_train)
y_pred = gs_mdl.predict(X_test)
print(accuracy_score(y_test, y_pred))
gs_mdl.best_params_
0.9436450839328537
Out[ ]:
{'max_depth': 16, 'n_estimators': 240}

Now run the XGBRFClassifier with best parameters to check the run time

In [ ]:
mdl = xgboost.XGBRFClassifier(n_estimators=240, max_depth=16, random_state=SEED)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy_score(y_test, y_pred)
Out[ ]:
0.9436450839328537

Catboost

In [ ]:
mdl = catboost.CatBoostClassifier(verbose=False, random_state=SEED)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy_score(y_test, y_pred)
Out[ ]:
0.9436450839328537
In [ ]:
mdl = catboost.CatBoostClassifier(verbose=False, random_state=SEED)
params = [{
    'max_depth': np.arange(1, 30, 10),
    'n_estimators': np.arange(50, 500, 100),
    }]
gs_mdl = GridSearchCV(mdl, 
                      param_grid=params, 
                      scoring='accuracy', 
                      cv=5)
gs_mdl.fit(X_train, y_train)
y_pred = gs_mdl.predict(X_test)
print(accuracy_score(y_test, y_pred))
gs_mdl.best_params_
0.9436450839328537
Out[ ]:
{'max_depth': 11, 'n_estimators': 350}

Run the model with best parameters to check the run time

In [ ]:
mdl = catboost.CatBoostClassifier(verbose=False, random_state=SEED,
                                  n_estimators=350, max_depth=11)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy_score(y_test, y_pred)
Out[ ]:
0.9436450839328537
In [ ]:
best_mdl = catboost.CatBoostClassifier(verbose=False, random_state=SEED,
                                  n_estimators=350, max_depth=11)
best_mdl.fit(X_train, y_train)
y_pred_train = best_mdl.predict(X_train)
y_pred_test = best_mdl.predict(X_test)
accuracy_score(y_test, y_pred)
Out[ ]:
0.9436450839328537
In [ ]:
fig, ax = plt.subplots(1, 2, figsize=(14, 5))
ax[0].set_title("train", size=14, weight='bold')
ax[1].set_title("test", size=14, weight='bold')

cm_train = confusion_matrix(y_train, y_pred_train, labels=best_mdl.classes_)
disp = ConfusionMatrixDisplay(confusion_matrix=cm_train,
                              display_labels=best_mdl.classes_)
disp.plot(ax=ax[0], cmap=sns.color_palette("blend:powderblue,indigo", as_cmap=True))

cm_test = confusion_matrix(y_test, y_pred_test, labels=best_mdl.classes_)
disp = ConfusionMatrixDisplay(confusion_matrix=cm_test,
                              display_labels=best_mdl.classes_)
disp.plot(ax=ax[1], cmap=sns.color_palette("blend:powderblue,indigo", as_cmap=True))
;
Out[ ]:
''
In [ ]:
fig, ax = plt.subplots(1, 2, figsize=(14, 5))
ax[0].set_title("train", size=14, weight='bold')
ax[1].set_title("test", size=14, weight='bold')

RocCurveDisplay.from_estimator(best_mdl, X_train, y_train, ax=ax[0], color='indigo')
ax[0].plot([0, 1], linestyle='--', color='slategray', linewidth=0.7)

RocCurveDisplay.from_estimator(best_mdl, X_test, y_test, ax=ax[1], color='indigo')
ax[1].plot([0, 1], linestyle='--', color='slategray', linewidth=0.7)
;
Out[ ]:
''

The best accuracy 0.944 was obtained either with CatBoostClassifier with 350 estimators and max depth 11 or with XGBRFClassifier with 240 estimators and max depth 16. So, I propose XGBRClassifier as the optimal model among these two because it runs faster and uses less estimator number.

In [ ]:
best_mdl = xgboost.XGBRFClassifier(n_estimators=240, max_depth=16, random_state=SEED)
best_mdl.fit(X_train, y_train)
y_pred_train = best_mdl.predict(X_train)
y_pred_test = best_mdl.predict(X_test)
accuracy_score(y_test, y_pred)
Out[ ]:
0.9436450839328537
In [ ]:
fig, ax = plt.subplots(1, 2, figsize=(14, 5))
ax[0].set_title("train", size=14, weight='bold')
ax[1].set_title("test", size=14, weight='bold')

cm_train = confusion_matrix(y_train, y_pred_train, labels=best_mdl.classes_)
disp = ConfusionMatrixDisplay(confusion_matrix=cm_train,
                              display_labels=best_mdl.classes_)
disp.plot(ax=ax[0], cmap=sns.color_palette("blend:powderblue,indigo", as_cmap=True))

cm_test = confusion_matrix(y_test, y_pred_test, labels=best_mdl.classes_)
disp = ConfusionMatrixDisplay(confusion_matrix=cm_test,
                              display_labels=best_mdl.classes_)
disp.plot(ax=ax[1], cmap=sns.color_palette("blend:powderblue,indigo", as_cmap=True))
;
Out[ ]:
''
In [ ]:
fig, ax = plt.subplots(1, 2, figsize=(14, 5))
ax[0].set_title("train", size=14, weight='bold')
ax[1].set_title("test", size=14, weight='bold')

RocCurveDisplay.from_estimator(best_mdl, X_train, y_train, ax=ax[0], color='indigo')
ax[0].plot([0, 1], linestyle='--', color='slategray', linewidth=0.7)

RocCurveDisplay.from_estimator(best_mdl, X_test, y_test, ax=ax[1], color='indigo')
ax[1].plot([0, 1], linestyle='--', color='slategray', linewidth=0.7)
;
Out[ ]:
''

Задание 5. Рисуем¶

дополнительно 0.5 балла

Наверняка, в процессе выполнения этого задания вас переполняли какие-то эмоции. Нарисуйте что-то, что бы могло бы передать их (я сам не умею, так что, если это будет просто квадрат, тоже подойдет). Прикрепите сюда свой рисунок:

In [ ]:
from IPython.display import Image
In [ ]:
Image("dslv.jpg")
Out[ ]:

Therapy time¶

Напишите здесь ваши впечатления о задании (можно и не о задании): было ли интересно, было ли слишком легко или наоборот сложно и тд. Также сюда можно написать свои идеи по улучшению заданий, а также предложить данные, на основе которых вы бы хотели построить следующие дз.

Ваши мысли:

In [ ]: